{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Integration cross-modality data using SCALEX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following tutorial demonstrates how to use SCALEX for *integrating* scRNA-seq and scATAC-seq data\n",
    "    \n",
    "There are mainly two steps:\n",
    "\n",
    "* **Create a gene activity matrix from scATAC-seq data.** This step follows the standard workflow of Signac for scATAC-seq data analysis. We uses the function GeneActivity of Signac and calculate the activity of each gene in the genome by assessing the chromatin accessibility associated with each gene, and create a new gene activity matrix derived from the scATAC-seq data. More details are [here](https://satijalab.org/signac/articles/pbmc_vignette.html).\n",
    "\n",
    "* **Integrate.** We regard gene expression matrix and gene activity matrix as two batches of one dataset and use SCALEX for integration.\n",
    "\n",
    "For this tutorial, we used a cross-modality PBMC data between scRNA-seq and scATAC-seq provided by 10X Genomics, and both [scRNA-seq](https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.0/pbmc_10k_v3) and [scATAC-seq](https://support.10xgenomics.com/single-cell-atac/datasets/1.0.1/atac_v1_pbmc_10k) data are available through the 10x Genomics website."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a gene activity matrix (R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "suppressPackageStartupMessages(library(Signac))\n",
    "suppressPackageStartupMessages(library(Seurat))\n",
    "suppressPackageStartupMessages(library(GenomeInfoDb))\n",
    "suppressPackageStartupMessages(library(EnsDb.Hsapiens.v75))\n",
    "suppressPackageStartupMessages(library(ggplot2))\n",
    "suppressPackageStartupMessages(library(patchwork))\n",
    "set.seed(1234)\n",
    "options(warn=-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pre-processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We follow the pre-processing workflow of Signac when pre-processing chromatin data. First we creat a Seurat object by two related input files: cell matrix and fragment file. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing hash\n",
      "\n"
     ]
    }
   ],
   "source": [
    "counts <- Read10X_h5(filename = \"atac_v1_pbmc_10k_filtered_peak_bc_matrix.h5\")\n",
    "metadata <- read.csv(\n",
    "  file = \"atac_v1_pbmc_10k_singlecell.csv\",\n",
    "  header = TRUE,\n",
    "  row.names = 1\n",
    ")\n",
    "\n",
    "chrom_assay <- CreateChromatinAssay(\n",
    "  counts = counts,\n",
    "  sep = c(\":\", \"-\"),\n",
    "  genome = 'hg19',\n",
    "  fragments = 'atac_v1_pbmc_10k_fragments.tsv.gz',\n",
    "  min.cells = 10,\n",
    "  min.features = 200\n",
    ")\n",
    "\n",
    "pbmc <- CreateSeuratObject(\n",
    "  counts = chrom_assay,\n",
    "  assay = \"peaks\",\n",
    "  meta.data = metadata\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now add gene annotations to the pbmc object for the human genome. genome is suggested to be as same as the genome for scRNA-seq reads mapping on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract gene annotations from EnsDb\n",
    "annotations <- GetGRangesFromEnsDb(ensdb = EnsDb.Hsapiens.v75)\n",
    "\n",
    "# change to UCSC style since the data was mapped to hg19\n",
    "seqlevelsStyle(annotations) <- 'UCSC'\n",
    "genome(annotations) <- \"hg19\"\n",
    "\n",
    "# add the gene information to the object\n",
    "Annotation(pbmc) <- annotations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute QC Metrics. If you don't need to filter cells, ignore this step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Extracting TSS positions\n",
      "\n",
      "Finding + strand cut sites\n",
      "\n",
      "Finding - strand cut sites\n",
      "\n",
      "Computing mean insertion frequency in flanking regions\n",
      "\n",
      "Normalizing TSS score\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# compute nucleosome signal score per cell\n",
    "pbmc <- NucleosomeSignal(object = pbmc)\n",
    "\n",
    "# compute TSS enrichment score per cell\n",
    "pbmc <- TSSEnrichment(object = pbmc, fast = FALSE)\n",
    "\n",
    "# add blacklist ratio and fraction of reads in peaks\n",
    "pbmc$pct_reads_in_peaks <- pbmc$peak_region_fragments / pbmc$passed_filters * 100\n",
    "pbmc$blacklist_ratio <- pbmc$blacklist_region_fragments / pbmc$peak_region_fragments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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J5IThY6dgCAwCHYwT+01pWVItKgw17V4Tl2RwW7pGTm2AEAgodgB//QWqqcYBfx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AEHX1+uWd8E58TYexk0ZH0pnwCNcgQyJF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\nCzuEEEIIoS3ifwz/GdgXE2dtAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pbmc$high.tss <- ifelse(pbmc$TSS.enrichment > 2, 'High', 'Low')\n",
    "TSSPlot(pbmc, group.by = 'high.tss') + NoLegend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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biNDrn7rru++dEKIWGpagFJUFlIrbf9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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pbmc$nucleosome_group <- ifelse(pbmc$nucleosome_signal > 4, 'NS > 4', 'NS < 4')\n",
    "FragmentHistogram(object = pbmc, group.by = 'nucleosome_group')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rWADRo0iH6XImleKYqiP0Bi0KBBeHJIBatA8R2Goij6TBZ09IE4dT5SLDk5Wfon\nAWFoaBgXF0dWboGBHaX8saNUuSkY2FEUdf369Ua6YG1mZoYfrUbVHthJN2gKcnR0pB/7qgrs\nKIq6cuWKnKHc9Aa5uQI7Sm7jgNV2r/ShQ4dIItKBXT12S8WLS2ZgR9XS8ige2Cl7mmjgOVTZ\nwE6OESNG1PaW/CKts/Wr7VGzSFaDrFRbqmxpK5V40xwg0iWgOKW+vowJihFCPXv2vHnzpsSP\n1+XLl8t/kJxKhISE7NixQ2JYGJPJnDJlSlxcXI8ePcjCnTt3SswtaWNjExMTQz94AgICyGt/\nf/8zZ85I3B/u6em5b98+6WwMHDgwNjZ27Nix0jewcLnc77777sSJE/W7t6WRLF68mN5IIYQM\nDQ2PHTtGLjdgoaGh9JknMQaDIVG8ISEhGzdulJ4ieMSIEfQmMiAgQLoWzM3NJWoBi4mJkbiR\nhwgMDCTXxWJiYsLDw9HHKiBP/qGjV4HiOwxCaPr06b///rtEh9DEiRNPnjwpM2MydevW7f79\n+zLbr5EjR8bFxdEfatQyKXvsqKTcpHl4eDx79mzSpEky+xX09PQWLFiwYcMG6cr18fEZPXp0\nbY92HTx4cFJSUp03GdTWoDGZzFGjRo0YMaK2A3zGjBmNdOyPGjXqxo0b0rmS2SA3F5lHHL0G\nt2zZMn78eImt/P39a3taN7Fz507pe59v3rxZ227Z8OKS2fIoTtnTRNOcQyUaPekbfo2NjRcu\nXEj+lZjmLTIyUk6R1tn6nT17VvEGWam2VNnSbq6GWqlTkuIaGJMw4uPjnZ2dZTaaNTU1kZGR\nr1690tLSsrW1HT58eCM1cBUVFTdv3sQ9EPb29i4uLrV1NSUlJT148KCgoKBHjx6ff/55nQ+k\nr66ujoqKSklJ4XA4rq6uAwYMkN9ZnZub+/z587y8vPz8fDMzMxsbm969e9c2/reJ7dy5c+XK\nlfh1ZGTkyJEjX758eePGjbKyMjs7Oy8vL9yvLr3akydP9u3bl5OTY2JiMnr06P79+8ss3oqK\niiNHjty5c6e8vLx3794zZsyws7OTmRNla0EpilSB4jsMQqi8vDwyMjI9PV1TU3PQoEF9+/ZN\nSUkhx9v+/ftl9hxIe/Pmze3bt/Py8sRisaWlpbu7e/3mDmwuytaaqspNWllZWWpq6uvXr1+/\nfq2hoWFjY2NjY2NnZ4cHFdRWufK3UgRu0J4/f56VlSUWix0cHBwcHEj6zXXsU/mlAZ0AACAA\nSURBVBT19OnT+/fv83g8KyurHj161NYgNyP5RxxFUQkJCTExMZWVlXZ2dqNGjVK8azYxMfHQ\noUPp6ekdO3YcNWrU6NGj5Z9lWkJxKb6rNM05VOLQTk9PT0hIyM7ObteunZeXl8Q4CuksMRiM\nOotUfuunVINcZ2oSlD0wm6WhVrYEFFe/dunfmQJAyycdsTVkNbUXFxdH7upyd3enn/5PnjxJ\nugpaRZdbU4JyAwCAVq0FXV4EQIX27dvn9RF9tF9+fj651sNms+XPwtUGQbkBAECrpsSTJwID\nA48fP674+hs3bpR4cnBr1/QlQP9E+vTZU6dOlTmysiETb6pc8+4w/v7+x44dwzeKBwYGxsbG\n9unT582bN2fPniVTay5ZsqS55p9rsUdTCy83AFqvFnvUg0bV9PWuRGBXUlKSl5en+PoyZ7tu\n1Zq+BGr7xNoeP9eiyrx5dxh3d/cDBw4sWbIEP2ztzz//pD9jg8VizZs3b9u2bSr8RKW02KOp\nhZcbAK1Xiz3qQaNq+nqHMXatBoyxq4fCwsKffvopLi7u9evXb968MTc379y5s5OT07JlyySe\ndgDooNwAAKCVgsAOAAAAAEBNwM0TAAAAAABqAgI7AAAAAAA1AYEdAAAAAICagMAOAAAAAEBN\nQGAHAAAAAKAmILADAAAAAFATENgBAAAAAKgJCOwAAAAAANQEBHYAAAAAAGoCAjsAAAAAADXR\n0gM7sVhsa2s7YcKE5s4IaE3s7OzGjh3b3LkAzSAqKsrW1nbfvn3NnRGgYjdv3rS1tQ0NDW3u\njICGun37tq2t7a5du5o7I2qL3dwZqFtGRoaFhUVz5wK0JhkZGaamps2dC9AMKioqMjIySkpK\nmjsjQMVwzRYXFzd3RkBDVVZWQlU2qpbeYwcAAAAAABQEgR0AAAAAgJqAwA4AAAAAQE1AYAcA\nAAAAoCYgsAMAAAAAUBMQ2AEAAAAAqAkI7AAAAAAA1AQEdgAAAAAAagICOwAAAAAANQGBHQBA\nZQ4ePGhoaCi9nKKo0NDQgQMH6uvru7m5hYSEUBQlP6l6bAIAAAACOwCAatTU1Ozfv1/mW998\n883ChQuzsrKGDx+elZW1ePHiefPmyU+tHpsAAACAwA4A0FBv3769evWqt7f3w4cPpd9NTk7e\nu3dvv3790tLSzp07l5aW1rdv3wMHDty6dau2BOuxCQAAAASBHQCg4ezt7UePHn3t2jWZ74aE\nhCCEdu7cqaWlhRDS1tb+6aefEEJHjhypLcF6bAIAAAAhxG7uDAAAWr1Tp06JRCKEUEBAQHFx\nscS70dHRBgYGbm5uZMmAAQMMDAzi4uJqS7AemwAAAEDQYwcAaDhvb+8vv/zyyy+/NDAwkH73\n7du39vb2bPb//4zkcDh2dnbv37+vLcF6bAIAAABBYAcAaFTl5eXl5eXGxsYSy42NjUtLS6uq\nqlSyCQAAAAwCOwBAIyoqKkII6enpSSzHSwoKChq4SUxMDINm7Nixqss7AAC0PjDGDgDQiIyM\njBBC5eXlEss/fPiAEJI56Z1SmxgaGnp6epJ/8/PzExMTVZBvAABonSCwAwA0Ij09PS0tLek7\nKoqLi7lcrnS3nLKbODo6RkdHk38vXLgAnXYAgLYMLsUCABoRg8GwtLRMS0vDt81iIpEoIyPD\n0tKSwWCoZBMAAAAYBHYAgMbl7e3N4/EePXpElsTHx/N4vDFjxqhwEwAAAAgCOwBAY/P390cI\nrV27FvfA1dTUBAUFIYRmzZqFV6iqqnr9+vWbN28U3wQAAIBMMMYOANC4XFxcpkyZcuLEif79\n+w8aNOj27dtPnjyZMWOGk5MTXuHu3buff/55r169njx5ouAmAAAAZIIeOwBAowsLC9u4cWNh\nYeHu3bvLysq2bNly8OBBlW8CAAAAeuwAACpDutwkcDicoKAgfDlVmqenJ0VRSm0CAABAJuix\naxGEQiGPx2vuXIDGUlRUVFNT09y5AK2VSCQqLCxs7ly0IfDkOkCIxWKZ86i3ZBDYKYfP569b\nt+7hw4cqTLOmpqZ79+4WFhaRkZEqTBa0EFFRUebm5g4ODhDbtUHJyclr1qyRnpNPcRRF9enT\nB9qHJjNr1iwLC4vVq1fLXy01NbWBNQtaiLS0tDVr1uAH3kgbNGiQubl5eHh4E+eqISCwU056\nevrVq1evXbumwjTLyspyc3OFQmFqaqoKkwUtRFxcnFgszsvLk36UAlB7t27dioqKasjDMKqq\nqjIzM0Ui0cuXL1WYMVCb5ORkhNCLFy/kr/bPP/9ERUU9e/asSTIFGhGuyqdPn0q/Rc7LKSkp\nTZ6v+oMxdsrBI4GkxwM1hLGx8ZUrV9LT06dPn67CZEEL4ePjc+jQoWHDhsl8fBZoCxrSYnC5\n3KtXrz59+hRPAQMa2++//3716tWJEyfKXw0mylYbTGatPVwcDufKlSsPHjyYMWNGU2apgSCw\nU04jHcweHh4eHh6NkTJodlpaWmZmZjY2Ns2dEdBaDRw4cODAgc2di7bCwcHBwcGhuXMBmlpt\nJ3dXV1dXV9cmzkwDwaVYABoXbi/g9z0AALRY6tREQ2BXH+q0BwAAGpucaz0AAKBa0NwoB0I6\noCzosWvLoN4BAE0MAjsAGhec2tsyqH0AQBODwK4+oLEGyoJ9BgAAQBOAwE45cFkN1A/sM20T\nrncYYwcAaDLQ3NQHnKQBAIrAbYVqZ74EAAA5ILBTDoR0AABlQbsBAGgyENgBAAAAAKgJCOwA\nAAAAANQEBHYAANC44FIsAKDJQGCnHGigAQAAANBiQWAHQFOA+yIBAAA0AQjsAAAAAADUBAR2\nADQu3FcHPXYAAACaAAR2ADQuCOwAaJvKy8tPnDiRmZnZ3BkBbQsEdsqB0zMAAACRSITqOiNs\n2rRp6tSpo0ePbqpMAYAQBHbKgsAOKAv2GQDaJgsLC4RQu3btmjsjoG2BwK4+4FStxkpKSk6d\nOvX27VvVJgv7DADqhMViobomwFq6dGlycnJUVFRTZQoAhCCwUxaMl1J7K1eunDx5sp+fn6oS\nhH0GwPyXbVa3bt04HE5z5wK0LRDY1YdYLG7uLIDGYmpqihAyMTFp7owAAAAASmM3dwZaGTxg\nFqixLVu2+Pn59ejRQ7XJQp8NAACAJgCBnXLwBTUI79QYg8FwdnZWbYIIAjsAAABNAi7FKgdf\nhIXxUkBxENIBaDEAAE0GAjvl4MAOeuyA4iCwAwAA0GQgsFMODung5gmgLAjvAAAANAEI7JSD\nAzvosQOKgzF2AAAAmgwEdsqpqakhfwEAAAAAWhQI7JQDgR0AAAAAWiwI7JQjFArJXwAUB5di\nAQAANIG2EtgJBIKLFy9mZGQ0MB0c0gkEArKkurq6gWkCAAAAAKhEWwnsdu/e7evr6+7u3sDO\nNhzSkUQiIiIMDQ2HDx+ugiwCAAAAADRMWwnsDAwMEEJ6enosFqsh6eD+OT6fj/+9f/8+n8+/\nc+cOjLoDAAAAQLNrK48UmzVrVt++fbt06cJkNiiWraqqQrTALiAgQENDY8iQIWy27JKkKAoG\nVwEEzx5o26D2AQBNpq302CGEnJ2ddXV1G5hIZWUl+hjeIYTMzMw2bNgwbNgwmSs/fvzYwsLC\n09MT+vMAAAAA0ATaUGCnEjiwq6ioUGTlv//+Oz8//8aNG4WFhY2cL9ByQW9NWwa1DwBoYmoe\n2F26dGnkyJG3bt1SVYI4pBMIBPQbY2szY8aMZcuWhYWFWVhYqCoDoJWCE3zbhOsdah8A0GTU\nfIzdpk2bHjx4IBKJhg4dqpIEy8rKyAtTU1P5KxsbG//0008SC6OionR0dAYOHKiS/IDWAk7t\nbRMEdgCAJqbmPXbTp09v166dm5ubqhIsLS3FL0iEp5S4uLgRI0YMGjTo1atXqsoSaOHgpA4A\nAKDJqHlgV1hY+P79+19//VVV0wiXlJTgF8XFxfXY3NDQECHE5XL19PRUkh/Q8kFg15ZB7QMA\nmpiaB3YDBw7U1dX18PDQ1NSUs9qTJ0/Cw8MVuXeVx+PhF0VFRfXIT7du3bKzszMyMtq3b1+P\nzUFrhE/tYrFYVQnm5uYuXLjwwoULqkoQNDYV1j4AAMin5oGdp6cnj8c7f/68nHXKy8vd3d3H\njx9//Phx+akJBIIPHz7g14oHdtnZ2R4eHitXrsT/duzYsV27dgpuC4C0kJCQ0NDQGTNmwDQ6\nLR/02AEAmpiaB3YIIQ6HI38FTU1N/FwKc3Nz+Wvm5+dTFGWqqYEQKigoIMv5fP64ceMmT54s\n80R74cKFmzdv7ty5Mz8/X+ncAyBlxIgR5ubmkydPrm1abNByqLy/FqgfiqLqN2gbAJnUP7Cr\nE4fDSUpKevnyZXR09Pfffy+nF+T9+/cIIUd9XYTQu3fvyPJ//vnn/Pnzp06dunTpEkLo2bNn\nv/zyS0FBAZ4bZezYsSNGjAgMDKwzcARqTIUPIBk6dOj79+/37t2rqgRB44G7YtWVCuvUw8PD\n1NT05MmTqkoQtHEQ2CGEkJ6eXlpa2q+//rply5Z//vmnttXevHmDEHI21Gci9PbtW7J8yJAh\nXC4XIRQVFYUQmjRp0rJly3r16mVqanrhwoWOHTteu3Zt69atCKH9+/d/+umnN27caPSvBFoM\nHNLBk+XaJgjp1JWqQnahUPj06VOhUPjkyRNV5AsAdQ/snj9/fuTIkfLycpnvXrly5erVqwUF\nBVOnTr19+zabzWaxWBoaGmSF3NzciRMn4pgMfQzsOulom2lp5uXlkdXu3r2ro6PDYrHw7HTO\nzs4IoaKiIj6ff/36dfon/vzzzw8ePBg1atTYsWNV/V1BCwUhXWtx+/btjh07Ll26VOUpw6VY\n9YMfO97wo5vD4Vy4cGHHjh2rV69WRb5UKScnZ+rUqXZ2dlwu18nJKTAwkIwyxyiKCg0NHThw\noL6+vpubW0hICPySaQnUObATiUQjR46cOXPmDz/8IP1ufHz8mDFjRo8e/fPPP584cWLHjh01\nNTUikYg+eO748eNnz55ds2YNHh6XnZ2NELLS1rLiavF4vIqKCoqixowZ4+vrW1BQ0L59+6lT\np8bHx5uamt66datHjx4IoYSEBPqHrlu3zs7OTiAQ/PXXXwo+lwwA0DQuX76cm5sbFhYmEoma\nOy+gDRkyZMiKFSuMjIyaOyP/kZeX5+TkdOLECQMDg/Hjx4vF4h9//HHIkCH0py598803Cxcu\nzMrKGj58eFZW1uLFi+fNm9eMeQaYOg++ZrFYVlZWeXl5enp6YrGYx+PRnxWxY8cOhBCbzfb2\n9v7rr7+cnZ29vLwqKyt9fHzIOj4+Pn/88Ufv3r3NzMwQQllZWWwGw1Jbq6O21iNUmpWVZWBg\ncOXKFYSQvb39d999hxBasWLF33///fLly9GjRz958mTIkCH0LE2ePHn48OE//vijm5ubjo6O\nRIb5fH5KSkqvXr2gjweAprdo0aKSkpKRI0eyWCxVpQkdGKCVWrduXWlp6Z49e+bPn48QEolE\n06dPP3ny5JEjR+bOnYsQSk5O3rt3b79+/f755x8tLa2qqqohQ4YcOHDAz89PVY96AvWjzj12\nCKEjR44ghNavXz9gwAAzMzP6eHOhUIgQ8vLycnNze/z48ZEjRyZNmjRz5kzcwY5179798ePH\nhw4dYjAYYrH49evXVlxtFoNho8NFCGVkZHTo0GHnzp0LFiyIj4+fPXs2Qsjb21tPT8/Hx2fa\ntGndunVLSUmRuBvD1NR0x44dvr6+ZAmPx/vtt98SEhJGjhzZu3fvFtghD0BbYGNjc/DgwfHj\nx6s85cYL7+AiL2gkN2/eNDU1xVEdQojFYgUEBCCE4uPj8ZKQkBCE0M6dO7W0tBBC2tra+BGa\n+LQLmpGaB3YkqMrIyEAIJScnk7cOHDhw5swZsgvm5eUNHDhwxowZtSX19u1bPp/fRUcbIdRZ\nR5ukuXz58tDQUH19fbza8uXLS0tLZ82aFRERkZKSEhERcfHiRfmZ3L59+9KlS318fPBjLcjD\nLYB6gD4b0Eh98E+fPrWwsPDw8IB9DKhWTU1N+/bt6R0QCCE8AJ0Ms4uOjjYwMKA/sXPAgAEG\nBgZxcXFNmVUgTZ0vxSKEHB0dY2NjWSwWi8W6e/futGnTyFvR0dGamprGxsb43+Dg4NjY2NjY\n2A0bNnTu3Fk6Kfx01866XISQra4OQig1NVXmh+bn53ft2pX8kq5zKmM8Gq9nz56hoaGPHj3y\n8vJS9muClgxmMmvLGnVYRWxsbEFBwc2bN/Pz82Hac6BCbDY7NjaWvoSiqGPHjiGE3N3d8ZK3\nb99269aNPpsmh8Oxs7NLS0tryqwCaWoe2CGEBgwYgF/o6+szmcy+ffsyGIwNGzb4+fkhhBIS\nElxcXKqqqnbt2oUQsrW1PXny5Jo1a6SbYxzYOejqIISMNDimmhovX76U+Yk5OTmlpaUIoa1b\nt3K5XDm9gNj06dO9vLwSExOdnJzwMzAa9IWBKjx8+HDDhg3jx4+fOXNmA5OCmcxAI4V3U6ZM\nycrK6tmzJ0R1oPGcO3fuzJkzr169SkxM9PPz+/rrrxFC5eXl5eXlpGeEMDY2Li0traqq0tbW\nJgsTExPpnX+VlZVNk/M2Sz0vxeKb2q5cuWJiYrJ48WKE0MaNGx0cHMaMGfPo0aP4+PiCggId\nHR0DAwNLS0uE0OPHj6uqqhBC6enpQUFBf//9t3SaSUlJCKGu+v/e8dBNX5fH4z179iwqKop+\nlxCfz4+JiVm+fPnJkycDAwO//fZbPP5APjMzs/v371dUVPzzzz+w07cEu3btunr1Kr4hpoEg\nsAONFNjp6+tv27aNfiECAJW7ffv2uXPnEhMTtbW1nZyc8DB0fCVKT09PYmW8hD65BGh6ahjY\nPX/+3MLColevXleuXOHxeGfOnEEfp6Dj8/krVqxYuXKln5/fmzdv8vLy8NMg8N2yXC7X1ta2\nW7dun3zyiUSaFEW9ePHCTFPTTFMTL+mqq1NRUeHq6jpixIht27aRNc+dOxcQEPDTTz+R+2HD\nwsLGjBkzceLE9evXp6en1zbLyfz58/39/Q0NDTdt2qTiEgHK8/f3d3FxWbFiRcOTgsAOwH3u\noPUKCQnh8/mJiYkjR45cs2bNsmXLEEJ4chbpOWLxCDxDQ0P6Qmdn53SaQ4cONVXe2yg1vBR7\n586dwsLCwsLCoqKiSZMm4SuhW7ZscXV1HTZsmLW1dXZ29jfffOPp6YmvxiKEunbtmpuby2Aw\nZs+eXVZWRj8Hi8XiqqqqwsLCkpKSYeYmZPmuv++kFPw7eI4+65WTk5OOjo6lpeWRI0e8vLwc\nHBzmzp1L7uHYuHEjk8ns06fPxYsX27dvjxCiKAo3+sbGxsbGxrm5uSEhIZs2baLfnAua3rBh\nwyTmIKw3PLoOxti1TRDSATWgqanp5OR08uTJLl267N27d+fOnXp6elpaWsXFxRJrFhcXc7lc\n6Z480JTULXp4+fJlYGAgjory8vLMzMzwvQiGhoY3btzw8vKKiYnZtGnT4cOHp0yZkpOTgxCq\nqalJSkrq0KHDu3fvIiMj7969Sx75NX/+fB0dHRMTE/yDw9Hg352VXyPKKilFCLFYrLlz565b\nt45kIDU1VSgUisXioKCgCRMm6OrqOjk5oY/tO0VRIpHowYMH+MFlX3/9tampKf3jJk2aFBIS\nAlGdOoEeu7YMHigHWqNHjx75+/tfvXqVvlBLS6tHjx4CgYDH4zEYDEtLy7S0NHq/hkgkysjI\nsLS0hB2+ealbAPH8+fOysjKxWDxgwIAhQ4aMHj36zz//FAgEcXFxJ06cSE5Onj9/voODA0KI\noig8SmDcuHGOjo4BAQG9e/deunTpzJkzR40alZOT4+HhsW/fPj6fX11dXVZWVlpaaqP972g5\nLTbLr0c3hJBYLP7hhx/o05k+fPhQIBDgEQYWFhYRERGurq4HDx5MTU3966+/cAf1iBEjRo8e\nLRaLL1y4wOPxIiMj8bb29vanT5+ePn1605YZaFx1BnbR0dF4mmugfuAMB1ojBoPx+++/nz17\nlr6QoqjXr1/r6+vjIUze3t48Hu/Ro0dkhfj4eB6PN2bMmKbOLvgvdQvsvvjii59//rljx473\n7t377LPP5s+f7+Pjs2nTpj///FNXV5fNZiclJe3bt+/ixYtXr151cXFBCOHHheXn5zMYjF9+\n+eXw4cNaWlrnz5+/efMmTrNDhw7GxsZMJmPdjb/FH0/Pmz9zG9Wzu52dHX1uvJycHCMjo+XL\nl3/zzTcIodjY2JkzZ+7bt2/FihU+Pj7Pnj3Lysp69erVtWvXdHV1mUzmkSNHFi9ejGd9fPv2\n7aVLl/h8fhOXGFBQaGho//7979y5o+yG8gO7Fy9eDB8+fMyYMffu3WtoFkHLAz12oDXq1auX\nlZXVyZMnSdxGUdTu3bvT09NHjhyJ92d/f3+E0Nq1a3GnXU1NTVBQEEJo1qxZzZZvgBBSv8CO\nw+EsXboUd6HV1NTo6uoihHg83rZt28rLy/Fj7D58+EAu0SKEPvnkE1NTU11d3UuXLk2YMCEm\nJgYh5Ovr6+HhgSO/vLy84uJikUh8JyevtPrfG2ANNTXXurnq6+vTz8cLFixYvXp1SkrKpEmT\nDAwMnJycJkyYoK2tXVJSkpSUtGLFitevX589exY/zaysrGzgwIHBwcEdOnTIzMzs37//F198\nsWjRolmzZsm8LRc0rx07dty/f5/+8BIFyQ/sTExMuFyupqYm/hEM1BIEdqB1YbFYwcHBQqGw\nf//+I0aMmD59et++fRcvXmxpaRkcHIzXcXFxmTJlSlRUVP/+/QMCAvr163f9+vUZM2bg0Ueg\nGalbYIcQys3Nff36NUJo+PDh9+7dS0hI2L59+yeffOLk5LRhw4azZ88KBIKBAweGhYUhhOLj\n40NDQwsLC/fv3z9+/Phz584tWbIEIdSpU6fr169fu3YNPxSPwWAM62Jz7IuRRlqa5IOcDPX0\n2Ow7d+5ER0f36dNnz5499vb2CKGuXbu6uLg8efIkNDR0z549CQkJw4cPx7Hmli1bvv/+++++\n++7SpUuWlpYdOnR49epVRESEg4NDdnY2Qig2NjYsLAznAbQo69atc3R0HDx4sLIbyj+pt2vX\nLicnJycnx9bWtgG5Ay0UhHSglfL19b19+/bnn38eHx9/7tw5kUi0YsWKpKQk+qSJYWFhGzdu\nLCws3L17d1lZ2ZYtWw4ePNiMeQaYGt4Vq6GhweVyKysrJ06caGpqevbsWS6XS/qTu3Tpgqes\nW7RokaGh4fPnzzU0NIRCIUVReDo6/NQUrF27dvv27Tt9+nRZWRmXxRzX1Q4vF1NUbN5bYy2t\nAaZGUe8Kfv3118ePH+/YsSMjI2P58uVmZmaDBw++e/cuRVEbN24MCgr666+/fHx8rl696unp\n+eDBAw6Hs2/fPjzvycSJE58/f467sqdNm+bp6bly5UqYmKoFMjY2fv78+YIFCzw8PHAEryB8\napdzQ4z0JJ9AbcBNM6D1GjJkCJm3SyYOhxMUFISvwIKWQw177Nq1a4efhZKfn//ixQuJYek/\n/PADn89ns9mVlZV//PHH9u3bBQIBftKrubm5l5fXL7/8Ql8/LS1NR0dHg80e62CbmF8YHJ+w\n5vbd2Veve54M/+TwCUFJiVgsfvHihbGx8erVqxFCVlZWiYmJMTExuEEnd7xGRESkpaXl5ubu\n378/JSUFR3K6urpPnz4ViUQuLi579+49evTo9OnT379/v3z58iYpKqAEKysrhJCxsbHEFE11\nglFWAMI7AECTUcMeu/Hjx0dHR3t7ez979szZ2Xnq1KkURe3bt09HR8fHx4eiKA0NDR8fH3Nz\n8w8fPpSXl7PZbPwEsPz8/GHDhllZWRUXF+PZFxFCly9ftrS03Pv5ZyMsTLvvP5pZUkr/rOpq\n/rvcvLcFBQihffv2ff3116WlpX379l2xYkV4eHhmZubt27dtbGySkpJ0dHQWLlyIo8wnT56M\nHTv22rVreHZHDQ2NkydPTpky5fLlyxERETDXScvUp0+ft2/f6unp6ejoKLUhvgpPv3UaAAAA\naCTqFtgJhcLo6OiysrKEhITy8vJp06bFx8dv3Ljx4cOHCCEnJ6dnz57p6uoePnxYV1f32LFj\nx44dq6mpcXFxyc7Oxo8IW7lyJYPBCA0NnT9/vkAguHz5sj6H/Zm58ekXr7RYLISQsZaWKVer\nu6lJJ329wAF9jyal4I9u37794MGDHzx4EB4evmPHjr59+86cObOqqiorK2v//v0BAQEmJv/O\nb+zh4ZGUlPT333/r6uqampp6eno+efIkISEhISHh5cuX3bt3b67SA/JZWFjUYyscqUO83jbB\n9NQAgCambicbDodz/PhxR0fH3NzckpKS8+fPb968+eHDh2w2W19f/9mzZ+jjwyH27Nlz/Pjx\nzz//HCH06tWrjh07/v7772PHjkUIURR19OhRhNC1a9d4PJ65oPpezhv/y38lF/G2Dx2U9+0c\nE23tiFfpqbySxILCsio+QsjKyurYsWMpKSk1NTXPnz8/d+7cV199Rbp2hg4dihAKCwtbtWoV\nQqiqqorFYh0/fnzv3r2TJ08OCQnh8Xh+fn7r16+HqE79QGDXlsFF2NalqqpK+jFZALQu6tZj\nhxDy9vbOyclZuHBhjx491q1bFx8f/+HDh0WLFrm6uo4bN+7TTz89c+YMRVFBQUE8Hm/KlClB\nQUGbNm16+vRpv379OnTowGQyxWJxTk5OeHj4rFmz+Hx+gkDw14tkB2OjnLIP/7v7IIVX3N3U\n+F7e2+TCoonnryKEmAxGbm7u2rVrL126FB8f7+7ujifyKSkpwVnCI+qYTObmzZsHDBjQsWNH\n/HRahNBvv/0WHh5+4cIFsVj87bffNlOZgUYEY+zaMhzYQY9dq1BcXGxnZ1ddXf38+XMbGxv5\nK8MTZUCLpYaBHULom2++mT59Op7ETiQSvXjxIiAgYNmyZdHR0eR+xkmTYJBrdAAAIABJREFU\nJsXGxs6dO9fKyorH43Xr1s3BwYHFYvXr1+/+/fu5ubnjx48nCZYLhAaaIm0Om1fFP/Ys+bjP\nyMNPk7LKPuB3dTQ4H6oFjx8/3rVrl5ub27Jlyx4/fowQqqmpGTJkSE5OzuTJkw8ePDh48GAW\ni+Xj40OSFYlE1dXV6ONZPzU19ddffzUxMYG7YtUJBHZtGVyKbUXevHnD4/EQQunp6XUGdhgc\n16AFUs/ADiGEozqEEH6WQ3V19datW48fPz506FA+n29pablnzx4Gg7FkyZInT54ghH7//XdT\nU9PevXtLPPq9s6EBvmEiq7RskJXl0/wCb3vbe7lvdTQ4QpG4h6nx2oGuy27886FakJWVFRAQ\nsGbNmrFjx0ZEROjo6PTs2fP06dM4HU9Pz/z8fAMDA4TQ7t27g4ODnZ2dr1y54u3tjRBycXGZ\nOXOmvr4+fp5Ynz59evTo0XSFBRoTBHZtGQR2rUjPnj3Pnj1bWVk5bNiwOleGIxq0WGob2J07\ndy44ODggIMDX1/fu3bubN2++evVqTk4OHjxnZmaGEKIoCkd1CKGwsLCSkpJbt27hf/EFWYRQ\nZkmpnoaGmY52VklZP8t21yeP++1hwqpbMRwmM33BLHMdbaFYLIz6GyGUn5//66+/RkRE8Hg8\nd3d3Q0PD8vJyU1PTwsJChJBAIOjVq1dmZiaDwVi5cmVVVVVaWppYLMYP4zM2Nl64cGFWVpaR\nkZGBgYG1tXVzlBkAQMXwMAwI7FoL+oUaAFop9Qzsqqqq1q5di29l8PX17du37+3btxFCDAbD\nwMCAyWQOHz785MmTFEVpaWlpaGgwGAwtLS28raWlpaamZmZmJkKova7O2/IKgUiUUVyKEDr9\n4lVuWTl+XKxQLL6dkzuxmz2Hybw1ZVxKUfGquw9S3r7DG166dEl67EV2dvajR4/69u1rbW2d\nkpIiFouNjIyKi4sRQvgaMYPB2LNnz/jx42FqDADUA4yxAwA0MXW7U4+iqJs3b/bu3TslJQUh\n5OzsfOnSpdWrV+MLshRF8fl8Ho934sQJ3ODi5fv378fTz/bo0ePTTz/Nz8/HqZVVC86P847y\nGzurl2N7XZ1qkehsSmr4yzRdDsfaQM+9Ywe8WmpxSYVQGDXRp4e9PZPJZDAYODXpvOFpikk/\n/+DBg8mDLtLS0lJTU7///nuI6tQSXLhpIyTuqYQeOwBAE1O3HruoqKiRI0eSfwUCwRdffMFg\nMEj/GY7kOBxOTU0NRVEsFqusrGzSpElbt249ffq0nZ1d3759EUJaGhrVAkENJf5fzP2n7/O5\nHPZR75Hjzl/GiZQLhRoC1pvyinY63JdFvDF/RCCExnezH2JqlJGjwefzi4qKzM3Nzc3N161b\nV1FRMXPmTIRQ9+7dlyxZ0qtXrzdv3iCEWCyWRMceg8Hw9/dvmoICAKjc6dOnp02bNnTo0Kio\nKLykzh674uLi2NjYoUOHcrncJsolAECtqVtgR28cGQyGi4sLQoiiKGdn5969e6enp8fExCCE\nxo4dm5qa+vjxY9Lg4geCaWtr43/5AgFCqLpG9OR9PkKoQlhjrsNd8WmfXx4miMRihBCviv+/\nmLhTPqMi07PwJudSUslHV1ZWHjx40M/PD/9rZWXF5XLd3NwoisJPqkUff8ojhL766qtnz55V\nVVVlZGT89NNPK1asINeFAQCtSHx8fE1NTVxcHEVRuI8WtzBCofDGjRs9evRo3769xCaTJk2K\njo6eP3/+nj17miHHAAC1o26XYl1dXTds2ODt7d2/f/8VK1YEBgbi5R06dHj16hWO6hBCZ86c\nwTOSSIyEEwgE6L9XzfQ1NVhM5sJPelUKhaPsbHBUh9+OTH9t/ts+S30dhJAWRzJEjomJcXd3\nv3PnDkLI09PTzc0Np0x/XvLEiRPDwsLWrVs3d+5cPOldTU2NCksDANCUvvvuu02bNkVGRpI2\nBAd2165d8/T0HDRoEPk5R+DBGGRIBgAANJC69didPn16w4YNDAajU6dOO3bsIM1rZGSkg4MD\nQoh+WZZgMBhGRkZDhw599OhRVlYWfYWyagFC6G7em92Pn5KF5G2BSNTVyGiUbeer6ZkMBqIn\nHBoaihAKDg6urKwcOnSoSCTq27dvdnb2jh07IiMjvby8EEJubm5xcXH4Qi1WXl7+1VdfXbx4\nUXVFAgBoIubm5t9//z19CW5M8HNHZA6f/eOPPx49etS/f/+mySEAQO2pW4+dubk5QoiiqKys\nLIQQfd6QLVu2hIeHk/COfls7RVE8Hu/ChQu5ubm4IZYY6p5eXCL9WQyERnSx6aiv9/DtO4SQ\n9AzkDAYjPDx85MiR1tbWNjY2L168KC8vX7BgwaFDhxBCurq6S5cu3b9/P16TPHIqIiLi1atX\nDS4JAEDzw+2Jp6dnTEzMvXv3pGM7Lpc7ePBgDofTHLkDAKghdQvs6D987e3tY2Nj8YPbORzO\nr7/++tVXX3Xt2hUhpKOj8+2330qMVmaxWJRYjBBybd9ui/tAXQ0Ol832d+qBEPogEEp/FoVQ\nwvv8DTFxBZVVTAaDJXXbI0VRuFl/9+4dudMWIXTu3Dn08RoNXkFTU1MsFn/22Wd2dnYTJ04k\nj8cAALRq+DBnMBgDBw40MTFp7uwAANSfugV2f/zxB3mdnp7etWtXoVCIEBKJRPfv3xcKhXFx\ncRwOp1OnTl5eXpWVlfRta2pq1gx0RQg9ePt+9e2YcoGwsqbm/Ms0mR/Ujss11daurhH9nZWL\nEHLvZLXPy5PL/vfSNlOBuS1wxjB8r+7t27czMjI2b94MU2MA0EIUFhZevHixgQ+GhyeKtnan\nTp365JNP8Pz2GNQpaLHULbDz8PCgD1v+8OFDUVERfi0UCplMZn5+vlAofPHiRUVFBZfL1dDQ\ncHJywtdBKIr681U6ScrOyMDWyLBMIEAIabP/MxiRwWDM7e1YWFVVWl39kle8/NNP3K2t5lyN\nrvx464NY1jFP7yB0c3MjzyJksVj+/v74Bl6xWJyYmKiy4gAANIyfn5+vr++yZcsakggEAa3d\nnj17EhISdu3aRZbgOoWaBS2Qut08ER0dLedIk5hNqlOnTikpKc+fP8ebaLBYT98XkHcLqvil\n/Gr8uqqm5j93XVDUxrsPEEJcDsdYS/NdeWXoo0T8HofF6m1u+pJXXFotYDIY9AgPdxCyWKyd\nO3fu2bMnNfXf6VFEItGRI0fwawaDkZOT05ASAACoEH7qtI6OTkMSgdN/a7d69Woul7tw4UKy\nBI+KhqsroAVStx479n+71kivmEw5OTk9e/bEDTdCqLOBPqIdqCSqQwgx/ts0k1fdTIwqa2pO\nJKVUfeyrE4pEAztallYL0MdZUTAmk2ljY2NiYrJt27aFCxeKRCJNTc1x48bh+ZD/P2WK2r59\nu8JfFwDQuE6dOnX//v2dO3c2d0ZAc/Ly8rp27Zq3t3dzZwSAuqlbYOfl5YVjOycnp8ePH+N7\nKbhc7vbt2319fSVWrqioSEpKEovFn1pZOpmbZpaWIVm/rfu1t+jdzgwPm+MwmS7tzFnMf2M2\nXQ7HSEsL/TeG25/wHL8QURQDIRaLxWKxxGLx69ev9fX1v/vuO3Nz8/T09Orq6vDwcOn+OX19\n/bKyMpWUBgCgTlVVVYsWLdq4caPMd7W0tFxdXev9oD/oqwMANDF1C+wSEhLwHL8//vjjrl27\nTp8+PXjw4AMHDsTFxUVHR+OxdPgvmRGUX1V1P/fN84IigdTcoVhSYdHj9wX4oqpQLH7yPl8k\n/rexvpP7Bs+EQm+8K2h3RVAIiUQiMitpZmYmRVF4LmLs/fv3pqam9I9LSUlZtGhRg0oBAKCw\nK1eu7N69e926dc+ePatz5eLi4r/++gvf7QQAAC2QugV2Xl5e//vf/4KDg4cPH45nGLlz586U\nKVPwfW1CobBz585v3rwJDg4WCAQMBoPBYIjEYg6TOcDSwlyHK3O4RKXwP3Od0Neh/xy3MdQ3\n+vgoMA6TKZEU/RoxeXAZQsjExOT27dvOzs74X/zC2NhY+a8OAKiPQYMGOTo6Dhs2rHv37nWu\nPGHChJEjR65ataoJMgYAAPWgbjdPsNnstWvXisXi3r17v3z5Ei9kMBhisZjJZIrF4szMzC++\n+OLLL79EH8MyW0ODz7tYX07N1Gax5Vw1Medq51dWIalnV7AYDDaTWS0SvS75z/VTiaTozwrr\n06dPbGwsk8n09fUNDQ01Nja+cuXK5MmTHRwcQkNDk5OTSZwHAGhsFhYWivTVYfgXmuJXZmFw\nPQCgialbYIcQqqysvHDhAp40xNjYuLy8HD8BltwSe+/evQcPHpibmxcUFFAUxReJ9j6WnGFE\n+slj5ULJqUy0OWyRmBLQrrQifJsFQsL/3n4rAT+yViwWX7p06c8//9TT06Mois/nx8TEXL58\nedGiRRDYAdAynT179vHjx/jRz4qrd3hHUVRGRoatrW39NgcAtEHqdikWIeTm5jZ16lT8msfj\n4ahOgkgk+lBSgkO3vA8yph6VHvLMp3W5YVXCGulheYlzpnX4eJstJv1Eiv9Pk8+vrq4uLCws\nKiqqqKigKOr9+/dr166FqewAaJn09PTc3d2b7AlgCxYssLOzoz9OGgAA5FO3wE4kEtEf3iVH\ndU1Ne10d+b+kNVkssoIid7cxGIwF127m/XeSetF/N2QymRoaGpqamrUloqGhQR+EBwBos/Bd\n8zC3JQBAcSoI7AoLCxm127t3L16tS5cu0u8GBQU1PAN0LBZLOioiA2IYDAaJqMRi8dvyCvnh\nWrVIRFZQZNICiqJicvLoSxhSL8RisUAgoP/ilwguBQLBixcvFPg0AECjO3jwoJ+fX0pKSkMS\nwZPZ1sOBAwf2799//Pjxhnw6AKBNUcEYOzab/emnn0ovz83NzcvLw8+9FgqF2dnZpqamEoNF\nrKysGp4BCZ06dcrIyKAvIWPgKIoiV2bZTGYPM5MqgTC1uIS+svToOsKcy83/7+Nl69RBV1eL\nw0orLqUQ4rLZVTU1OOny8nIOh4MfFyv9cW/evFHqUwAAjaGmpmbp0qUVFRXGxsa7d++uRwoN\nvHnC0tJyzpw5DUkBANDWqCCwMzQ0jIuLk1hYXV3dq1cvNze3cePGIYRycnJEItHs2bO3bt3a\n8E+Uo6ysLD4+Xs4KJIqqEYvffigvoN3oymAwXNu3M9LSupbx2snMJKOkjD4jHYPBqKoRyk4U\nryCrVy+3vJy07JX/HaUnFEqmxmKxcAx69+7db775Rs5ngVYHJqptjdhs9rx58yIjIydMmFC/\nFPDhD/fGAgCaTGONsfvxxx8zMzMPHjyIr0Gkp6cjhOzs7Brp4wg2m01mHq4Tr4rPZDCMtbU+\n69QBIcRhMj1sOulqcLgcDkX9Z55hhBBFUR8EkqEYvqD87wq1fIrEGd249vFzOKpjMBjk5g8A\nQPP66aefXrx48dlnn9VvcwjpAABNrFECu9TU1C1btnz//fdkwk98bbQJbtrX1NQ0MjJScGUR\nRYkpilfFv5WVixASU9SW2AfnUlIrhcLnhUUyN9HmsM242roa/46Qoyiqzp4Y0rJrsliGmpq8\nqir561MUdeXKFQW/AmgtoMeubWpIj927d+/GjRu3evVq2HkAAIprlMAuICDAyMho5cqVZAkO\n7OLi4vr06aOjo9OtW7c5c+YoePuqUs6dO4d7B+uhRu7kc1h1jaigsqpcqutODtIoV4tEJdXV\nMteRGFt99uxZxdMHLZxYgf0KqLf6BXbnzp07f/78tm3bMjMzVZ4lAIC6Un1gFxcXd+XKlVWr\nVtHvTsWB3Zo1azQ0NHx8fBgMxsGDB3v27Clxl0PDDRo0qN6P60b/fVyYzLfEjfPTWeLc/9NP\nPzXGp4BmBJ0ubVNDLsWOGTNmwIABM2bMsLa2VmGWAADqTfWB3fr16y0sLObNm0dfWFBQYGZm\nduHChXv37p08eTIpKSkoKKiwsHDx4sXSKdja2hp/ZGpqqtSnp6am0p8DQXrC/o+9845r6nr/\n+HOzSMJeIlNAQIYgVnCh4kK0DrS0atVvta4qrfVnHbjR1mrdrVqtFVfdRS2itYqiqFVARURR\nUNlD9gqE7NzfH0fSmIQQphjP+w9eyck5954b4J7PfZ7zPM8nbk4UDe6w6tZegrA3NFBoQ8mH\nu3cye+NwadJcG8DY2HjixImtcSRMhwBJOmy3wzQVe3v7e/fuHTlypCUPqxgM5kOjlYXd/fv3\no6Oj58+fr5BMLjY2tqSkJCgo6M1ZKZSwsDAnJ6fLly/X1ioWfjAyMjKWo0kT8Pf3Dw0NlWWJ\nk62mKcVlysY2TaSeDJIkR3W1VxigS6cDQEpJGVq8NbTJqD9rZWWlvBcb876D/ghbYrHj8/mt\nNx1Mu4IttRgMpp1pZWF38OBBANAkqJNGo/Xt2xcAUlNTFT5KTEzMqOfVq1dNmgBBEJcvX1bO\nJPKyokqxp5xfVUN7m6ORocJNmqOqXlmj0CkUAx11obvh4eHNOCymY/JG9DdrgSdJ0s/Pz9zc\n/N69e609LwwGg8FoIa0p7Hg83pkzZ/r16+fo6CjfLpVKxWKxsisK2dUMDQ1bcQ4AUFxcrEk3\n+WVWj07XY9DNddlq+hMAa27HqWhv+h4aoVTKEahThNjzok20xGZTU1Pz6NGj2tra+/fvt+KU\nMBqyYsUKR0fHixcvtvA42G6HwWDajdYUdpcuXaqurp40aZJCe1paGp1Onzp1qnyjVCp98OAB\nk8ls9Rwo9vb2TR1SKxLmfDNbXmwZM5kKfUgA/tsZhgElJdb4lq25AhQrnQjz/tISi52BgcGf\nf/65YcOGWbNmtfa8MI1AkuShQ4eysrLOnj2r4ZCioiKRUv5LwMIOg+nwaNM/aWsKu+joaAAY\nOHCgQrubm5uLi0tERATqAAAkSW7ZsiUlJSUkJKTVrVOhoaGygrAINUY19BFJwleXr8nrNlle\nEvUGuSb9IWj+Z9MWldYwrc7+/fsHDhwYF6fCjitPC1PUjh07dtWqVfr6+i05CKYZEASxe/fu\nadOmhYaGatL/4sWLlpaWbm5u8tqu5TssOzgkSe7du9fPz8/AwKB///579uxp9GLz8vKmTZvm\n5OTEZrM9PT2XL19eU1PTPrPFYD4EWlPY3bx5k81me3l5KbSj5CZ0Oj0wMDAgIGDatGleXl4r\nVqzw9vZet25dK04AAAQCwWeffSaQSxfXzcQY3WgoBMFQEpGye9DZtHSV7c27I1uo9eo2yujR\no1syHNM+bNy48d9//927d6/6brj2wPvLxIkTjx075u7urklnlLwpPz+fJ5eEHAk7+VB9LSMk\nJOTrr7/OyckZMWJETk7OggULFFIiKFBQUODp6XnixAlDQ8NPP/1UKpVu3rx50KBBwmbtV8Zg\nWotmrPU3b94cNWrUpUuX2mI+LaHVhF1eXl5GRoavry+NpqL+7MCBAx8+fDhz5szi4uLIyEgm\nkxkWFhYfH9/qdojS0lKFzXwvKirRCylJCuVurwwqpdkrbqMDS7h1zTsyArti3wvWrFnj7+//\n9ddfa9IZyzutZ86cOfv3779165aBwX95kZCk09ZkN6mpqb/99puvr296evrZs2fT09N9fHwO\nHDhw8+bNhoasXbu2urp63759iYmJf/zxx5MnT6ZMmfL48eMjR46048QxmP9otll969atV65c\nCQsLa4NJtQgVIqx52Nraqv9ePDw8UMxsm2JjY2NqalperrogmDxCSRNutRSCkJKkHoOOak40\n+hfQQr8LTjT/XjB79uzZs2c32g1JOoXiIhjtg81mz507V6ERCTtttdjt2bMHALZt28ZkMgGA\nxWJt377d39//yJEjQ4YMUTnkxo0bZmZm8+bNQ2+pVOqiRYtOnjz58OFD5W8Pg2k3mvHsPWfO\nnNevXy9cuLAt5tMSWk3YdRCKioo4HI7m/ZFia7Qb6tOkSmIEQZAkyaBShQ3c07uZmGRWVYmU\nHuX19PSGDh2q+YkwHRwk6bDF7sMEWd+11QZ/7do1Q0PD/v37y1r69etnaGgYHx+vsr9YLLa0\ntOzevbt8I4PBAAC8zQ7zrkC36GY8e0+YMGHChAltMKOWom1WhH379qGdyxquok0tEcagUnVo\nbzbqsenqZDGy6onqVZ3yuv6iokJB1VEIwsPc1NPV9c6dO02aFaYj05Iy8Jj3He0WdoWFhc7O\nzvLbb+h0upOTU0M5p2g02r17937//XdZC0mSx44dAwB/f/+2ni0G84GgbRa7Bw8eoBdtFIQm\nlEio9bpek6VaNg1N/PdSknxWWm7OFwpJMisry8HBofkTxXQwsLB73xGJRDdv3uzevbuVlZXm\no5CkU06ZrgXU1tbW1taamJgotJuYmFRXV/N4PIX6QwqcPXv2zJkzL1++fPLkyeeff66c0Of5\n8+fyTq7S0tLWmjkGo91olbDj8Xjl5eV6TGZtq5ZgolIoEjnTmuw1tymeWc0prakxqKpKSEjA\nwk47wBY77WDPnj3fffddp06dXr9+rXmSJiTpNBR2AoGgpKTE1ta2+bNsR9BWZuUAONRSWlpq\nZ2enZnhsbCxKEMhisTw9PZUdYdXV1devX2/NGWMwHwZa5YpNSUmRSCSC+nuoLOpVtqZSmrW2\nNtVd23Ly8vIeP37czifFtBFY0mkHqFKOyqh/NaAsHo3m8pBIJCRJ9u7d287O7s8//2z2JNsT\nVMhbudg32i1nZGSkfviePXv4fP6TJ09Gjhy5cuXK7777TqGDr69vhRwnT55svbljMNqMVgm7\n58+fA4CUfGNRkyrlopM2S6G1f3JRGoWCrgWDwXQQQkJC7t69m5KS0qSc6poIu8zMTBsbm169\nehUVFQFAbm5uC6faPujr6zOZzMrKSoX2yspKNputSSorHR0dT0/PkydPWlpa/vbbbwp2TRqN\nZiyHnp5ea84eg9FetErYvXr1CgCkcvJNXpHpUKnvi+Wks6FBYWEhl8t91xPBtBrYbve+Q6FQ\n+vfvj8xUmoMknXpX7IMHD4qKipKSksLDw48ePaphZsR3DkEQVlZW6enp8slcJBJJZmamlZWV\nyj/4xMTEGTNmXL58Wb6RyWS6u7sLhcKKioo2nzQG8wGgVcIuKyvrLVknB4NKcTczUfkRvXkO\n2jaDAAj26k6SZE5OzrueC4SHhzfqUmk2jRYjcnR0JJRYvXp1G80Hg8nPz5e9FolEaWlpLTyg\nJha7oKCgtWvX7t+/f9SoUc7Ozi08Y3syduzYioqKxMREWcvDhw8rKirGjBmjsj9BEEePHo2I\niJBvJEkyOzvbwMCgU6dObTtdDObDQKuEXV5eHk2gOmxCKJEmFZeqfIgUKUlBWgNxr5R2MbqQ\nANeepQLAOxd2YrFYPjFBq6O+GJFIJMrNzTUzM+vzNu9pIV0trhaqNXz55Ze2trbr169Hb0eO\nHOnm5tbCtPLqgyfKysqOHDlSXl6+fv36uXPnhoaG9u/fPzAwsCVnbE9mzJgBAGvWrEFGO7FY\njJ67Zs6ciTrweLzs7OzXr1+jtz169LCxsTl58qRMC5Ik+euvv2ZkZIwcORJbtTGYVkF7omIr\nKirq6uo6M+gNdSAIgk2jcTUITxPXx70qLMayTXsEAJ1CETarTBCVQkga2+v3vKTU09JK3njQ\nzhQWFiYlJe3evfvBgweGhoZtcQpZMaLbt28zmUwejzdo0KADBw58/vnnKGd9Xl6eRCKZPXv2\npk2b2mICGIwCGRkZAPDy5Uv0Fu14ayglm4YgSadgscvPz7979+7HH3/83XffHTt2bPDgwagG\nFyoyW1fXooKE7Ym3t/fUqVNPnDjRt2/fAQMGxMbGPn78ePr06Z6enqjD3bt3AwICevTogaLB\nqFTqrl27goOD+/btO3ToUAsLi2fPnj169MjKymrXrl3v9FIwGO1Be4QdkkEDutgONjVcFnNH\nWTqRJKmJqtMEEqB5qg4AlFWdcvULfQYdAAoKCpp3ipbj7Ozc1jv8Gi1GhFZZJyenNp1GO4Bt\nde8LR44c+eeffz799FP09uLFi3fv3h0/fnyTDpKYmJiVlTV+/HgUP4uEnUKC4vHjxycmJs6c\nOdPa2hoAZInxtm7dGhgYOGDAgJZfS7tx+PBhV1fXgwcP/vrrr7a2ths3bly6dKma/hMmTIiN\njf3pp58SEhJ4PJ6Li8uSJUtWrVrVdls+MJgPDW0TdjZs1r7EJNlCqkunt5aYIwiCACAbWKV1\nqFRBs8pBMqhUG309e0OD52XlRdw3T+qjHO1fEEReXl4L5tsiTp06hXwrixYtUo56AwCxWLx5\n8+aLFy8+ffrU2Nh42LBhoaGh7u7ump+i0WJEmZmZANC1a9cWXQkGozGOjo7ygQuOjo6Ojo4A\nUFNTExYW5uzsPH/+fPVHqK6uHjx4cG1t7bFjx6ZNmwYNVJ4wNTUFABMTk02bNs2YMUO2r05X\nVzcoKKhVr6nNodPpq1evbmjn6/Dhw5VvmYMGDRo0aFDbTw2D+UDRnj12SAZZs5gppWWyxtZS\ndQBAkqS0YduLrM5YMw6cWVV9O69ApuoAYJyzoxmD/g6F3dixY8ePHz9+/HiVfliBQDB06NDV\nq1dTqdRJkyZ169bt2LFjvXv3vnv3rnJnf3//H3/8Ubm90WJESNjFx8f36tVLV1fX1dV1zpw5\nJSUlrXOF7Y60uSZezDsnIiJi586dISEhjSYiYbFYBgYGALBs2TJkcUf3DIXfflRUVHJy8pYt\nWwCgW7duCrl5c3Nz7969iw29GAymeWiPsMvOzgYAOzYrtJ9vsw/S7N27HEEjCUgbAoVuSN6+\n7/e0MLdjsyoqKjgcTvMO26bs3bv33r17ly5dunv37qFDh2JiYu7du0eS5Jw5c5RXo4KCAmWb\nX6PFiKBe2K1cuZLBYAQFBREEER4e7uHhgdoVyMnJyZSj1S61NcAr9PvOoEGD7OzsRowYYWtr\ne+PGjWXLljX00MVgMC5dugQAhYWFt2/fBgBk+VYQdjo6Ol5eXio7UqIFAAAgAElEQVTvNnV1\ndT179hwwYMChQ4da/0ow9VRXV2t4d5U0yxWDwbxDtEfYZWVlMSiEFZvpZW7W7IM0uga3etQW\nOqPCWV/XcrvosqBerXY0duzYMWDAAA8Pj+x6OnfuPHLkyNTUVA0jeRstRoR+mpub//XXX3Fx\ncSdPnnz27Nnq1avLysoWLFigfEBfX9+ucnRALdUBp4TRECcnp5ycnKtXrwqFwkmTJm3dunXj\nxo0Kfe7cuXP69GmJRNKzZ89t27YtXbp0woQJIPsH1/i3j3L6gAYPmVVVVQsWLNi7d2+Tr+eD\nJz8/38rKysrKShYo0xBPnjyxsLDo3bs3X6lMpUrJjsF0BLRkj51EIsnNze2iy6Y07H4llPRT\nUyEIon2W5+0Jjz73/QgAMjMzvby82uGMmlNTU5Ofn5+fn6+ylG1RUZG9vb28HhWJRNXV1bIW\nNpvdqVMnTYoRxcbGyn9EoVDCwsJOnz59+fLl2tpahTT0X3zxBRqLaNMsLQpUVlby+XxLS8uG\nOuBbv9bw888/l5WVEQQxfPhw+fbi4uIRI0bw+fwDBw6sWrVq8eLFCgM1v2+wWKykpKT8/Py+\nffuq73nmzBkUgRQUFISCMDAa8vr1axR6/Pr1axcXFzU94+LiysvLy8vL0Z2tneaHwbQMLRF2\neXl5QqHQwcQQAMY4OdCoFLFEcTVtuSKTvzu3XOQpB8PKcDExctBlQb07skOBthmNGjVq7ty5\nyp+iWAcFzRceHh4eHo5eBwUFRUZGNq8YEY1G69u3b3p6empqqq/vWw73bdu2yb89cOBA066q\nuVRUVNjb2wsEgps3b8oHgiiDLXZaANo/1717908++USh3cDAgM/n37hxIzs7GwV0IyQSSWVl\nJdpdoCG2tra2traNdhsyZIi9vX337t1lQbUYDendu3dERASNRhs8eLD6nlOmTMnPz3d2dlZW\ndcikqrA/EoPpCGiJsEMCCImhGX9fU1Z1rY5snTZm6lTyBc04AlJ1Ku2IF15mLPPrDQDp6ekt\nmWRbgExT+vr6atJA/PXXX7LX8+bN69Onz5dffik/XL4YkazypnwxIqlUKpVKKRSKwn0TFWJv\no9R6zaC6uhpZCt/fqA6M5syfP79fv35OTk4KflIWi5WRkXHy5MnQ0NCJEyfKf5Sbm1tWVqbs\nyGs5Li4uWVlZrX7YDwRZUhv16Ovr//DDDyo/wpIO02HREmGHHpEddNmldbyzqY1sm2gGaty4\nFIJCpVAkzXW3qTwsRyg0oNFMGPQOeOM2MTExNTW9fv26QCDQ0dFBjSRJent7c7ncV69eEQQh\nr/mWLFni7OysrALHjh37yy+/JCYm9u7dG7WgYkRffPEFAKSlpXl4eEyePPnUqVOyIVKp9MGD\nB0wms+PkQHFwcIiNja2urh47duy7ngumdUhJSSEIwsPDQ+Wn3t7eKtv19PTmzp07Z84cBc2H\n4r5l/ykYDAbT1mjJMwfawmWvyy6oUdy2pQk9O5szqQ3mK6EQhJois+U8XrNVXUP42VgBgL0u\nu7S0tK0TBTeDkJAQpMBk8WK//PLLkydPUOyqhgdRX4zIzc3NxcUlIiIiOjoa9SdJcsuWLSkp\nKSEhIdSGf1ntj7+//7hx49RcuIZ74TEdgZcvX3p6enbv3r15VWKVf8v29vbdunVzc3PDwZUd\nkPz8/OvXrzfvV4M3V2A6LFoi7AoKCigAliyd+6+LmjE8qaiU38D/NotGa2gnnKzILK0BnaHJ\nWq5cf9aUxQz/OAAArFlMeKf1Jxpi2bJlnp6ef/75p729/dSpUwcMGLBo0SJXV9d169ZpfhBU\njCg6Orpv376LFi3y9fW9fv26rBgRSm5Cp9MDAwMDAgKmTZvm5eW1YsUKb2/vJp2lI4CF3fsL\nj8droReVIIiCgoJ//vnHz88PBYNjOggSiWTAgAEBAQG//fbbu54LBtOaaImwKykpMdVh0AjC\n18pCZYdmL6u8+pTxasaLGxCFmjzSKavGSr4gu7oaADqzdKDFpSrbAj09vYSEhOXLl3fq1Cky\nMrKkpGTRokVxcXENBT00xOHDh3/44YeysrJff/2Vw+Fs3LhRFmMBAAMHDnz48OHMmTOLi4sj\nIyOZTGZYWFh8fHxTz9JBwMLuvcDFxeXp06ePHz++efPm77//bmlpaWNjU1ZW1vjIhkFh0QkJ\nCTg1XYeCIAjkKEc7d5sKtthhOixasseusrLSkckAgH/zXqvs0PJ/wnb7J5aSZFDExVfzZxjT\naQCgsqJXu4FKdyvDYrE2bdq0adOmRo+gJv5DfTEiAPDw8Dh48KAm8+zIYEn3ftG9e/eoqKiQ\nkBBZS1ZWlplZM7NjUigUZ2fn169fs1isoUOHttIc4cGDB5MnT8bWppZAoVDi4+NfvXrVaGYZ\nleD/a0yHRRssdkKhUCQSsWlUALA3MmjFI7+rf91qgQAAdGk0UJXsDfN+gV2x7x2urq56enpW\nVla//PLLsWPHFHLrNBUajTZ+/PicnJxevXq11gz//vvvzMzMo0ePNimRCkYBMzOzfv36Ne9/\nE/9HYzos2mCxQwW2qUAAwMddHewNDbKrm1mJSyH6ta2N7Q0F2/awMAcAKkEALmiDwbQ7Li4u\nRUVFDAajeU46eZpxD+HxeP/884+vr6+abHazZ8/Oycnx9/dnsVgtmyAGg9E2tEHYoX0SYpIE\ngPI6Hr9+V5wOjSaof41QkxMY0dR7cKMHVE9DI1/X1EL9FbV8acFgME1FV1e3VY4jKylWUVGh\nXBxZJZs3b16/fn23bt1SU1MbMgvZ2NgcPny4VWaIwWC0DG1wxTIYDAaDwZVIAODIk+dF3DrU\nrqDqQC5SgdZKuSVbourUgEJ0a0ViAFConYV5T8GOmw8TFDnx+PFjU1PTzz//XJMhqKSeoaEh\n/pvBYDDNQBuEHQCYmZmV8IUAoK+jkX1L3LHLdyKjY6lACADN3rWNwWDeOUjYVVRUAMDjx49z\ncnKioqKEQqGaIf/3f//3+PFjhVrJGAwGoyFaIuxsbGyqRaIasfirnl62Bu9lOgx5vC06AUA+\njw8ANjY273o6mFYAJ0f4AEGV8QCgR48eW7ZsiYiIGDp0aFBQ0M6dO9UP7NGjB948h8FgmoeW\nCDtUYyqjto4jFJbXNSdMjADo2Vl1Djz5Pi3BUk/PxcSIQW38O/+iuysApNdymUwmrvCNwbyP\nbN++fcGCBUjYMRiMpUuXdu/eHW3da3YuRi6XGxwcPHPmTGnH9jlgMJh3iDYETwCAu7s7AKRU\n11RzOHVKW+saAoU+UAhCj0EPdOwSkfpKff8WmlxGOXY59ORZo/MBgH1JT0Y5d82r4/fw9sal\npt93ZNvn3/VEMO1HTk7OkiVLAKBLly5mZmYikQi13717NyMjo6GCs40SExNz/vx5AJg3b56s\nyDIGg8HIoyXC7qOPPgKAR5XVhrpMzUchFSUlyRqBsFFV13LOv2gwVa/8fADAnMVOqqqWkmTP\nnj3belaY9gELuw+K3NxcCoVCp9MNDAygPiUTAOjr68tUnVgsvnfvnre3N+qjCUOHDh09erSR\nkZGPj09bTBuDwWgBWmINsrCwcHBwSKqsHupg19+mcd+lQlQsWnL16fQ2DUKrEgga+kjn7Wqz\nXYwM4sqqAKB5KdExHQos6bSDmJiY0NDQ/Px8TTpfvHhRKpUSBIEiW8Wq3Ag//PCDv7//qFGj\nNJ+Dnp7epUuXjh8/TqFQysvLd+7cmZycrPlwDAbzIaAlFjsAGDhw4B9ZWZfzi6o0KNpNpxBi\npT0qNSIRQRDQ3GWYIIhmL+GUt/MaxGTnWtOZhoaGPXr0aN4BMRhMqyAWi6lUKkEQ06dPLygo\n4HK5e/bsUT+Ew+Hs3bsXAAIDA//++286na4ygx3KPS7z0jaVjRs37tixw97ePisrq3lHwGAw\nWomWWOwAYPjw4QBw9Fna87KKRjvzxKrLOTSkzBQSSqlMg9cSwwxP7oGeAJjXu1elUOTv7099\n25KHeY/g8/mvX7+GD36PXVlZGdEwakqdOjo6KvdXU1m4JRw+fHj48OH//POPQnt2draVlZW7\nuzufzx85ciSbzR42bFijR2Oz2ebm5gBgbm4uFot5PF5dXZ1ytzVr1ly5ckX5pMo8efIkLCxM\nQcB1794dAPCzHwaDUUB7LHbu7u52dna5WVmd2OwSVbfRliC/KutQqQLNynzRKJRmJMwjAW4V\nlwFQmuSjwXQoxGKxm5tbdnb22bNnPTw84AMWdjQarU+fPsrt+fn5BQUFpqamKkeJRKLc3Fwz\nMzMU8C6jjbL/rF+/PicnJyYm5vvvv1+zZo2s/fHjx6WlpaWlpVlZWeHh4b/99huqc6MeGo32\n/PnziooKVBysodJkOjo6gYGBsre1tbWHDh3y9vYeNGiQQs+5c+cmJCQkJyfv3LnTwcEBNX75\n5Zfjxo1r6AvEYDAfLNoj7ABg3Lhxe/bsKW1iVeymlgUTaazVxFIpg0YVNmAdbAgGlfKaoFhZ\nWrViyXBMO1NXV1dWVgYAeXl5SNh9sBgZGcXHxys0CgSCHj169O/fPzg4WOWovLw8iUQye/bs\nTZs2tf0cYdmyZcuWLeNyuQkJCfLto0eP3rRpk7m5uZubG9RXL1SgvLx86tSpNjY2Bw4ckJn2\nWSyWtbV1Tk5O586doT5NsXrCw8MXLVpkYGBQUFCgUG9m4MCBCQkJsbGxjo6OZ86cmThxImrH\nqg6DwSijPa5YABg3bhyHw2mqaUQTVUeVc8WyGSoevhuKumiqqgMAoUSaX1Q8YcIEnOjk/cXA\nwOD69evHjh0LCQl513PpiGzevBnZwBr6I8/IyAAAJyen9plPSEhIXFzcDz/8oLB/jk6nL1++\nfNasWWrGXr169erVqwcPHvT19b1//778R5J6074mNyV3d3c6ne7i4sJmsxU+2rp1a1FREVKH\nJSUlmlwRBoP5YNEq6WBiYuLr66vQ2GigK1UD/SSRuy/XClSUA2pdNxtBEOPHj2/VQ2Lamz59\n+kybNo3BYCArDq77KePVq1cbN25ctWoVMoOpJDMzE+oTj7cPnp6eq1evtre3b6jDiRMnBg8e\nfPXqVYX2UaNGjRs3TldXNzExcd++fSrHFhUVTZgw4fnz52omMGLEiJKSkoSEBJVi18LC4tat\nW0ePHk1OTv75558bvx4MBvOholXCDgBWrlwpv4KyaTSysTVV0rCXhNIai7HC2dUf0dHE2MLC\nYtasWcbGxi0/NaYjgIWdAosWLTI2Nl66dKmaPkjYxcfH9+rVS1dX19XVdc6cOe/QWLVt27b5\n8+ffunVrx44dCh8ZGxtfuHBh69atgwYNmj9/vvxHMkNddnZ2ZGRko+G0RkZGauz0PXv25PF4\nyGOrYdYVDAbzAaJVe+xA6REfVaFo9r51WwP9PE5Nk3bgyZBt3Xsr8IJGE6gtjJFZUclgMKZO\nndqMM2IwHZ/4+Pi///57586d6muhImG3cuXKPn36BAUFJSUlhYeHR0ZGJiQkODo6yvdMT0/f\nunWr7G12dnarz5nP5yMZam1tvWDBApV95s+fr6DqQO5/v3PnzsbGxtOmTWvhTIYPH+7q6uru\n7o5LSGMwmIbQNmFXVFRkaGhYVVXVUAcWjSYhSaFmYa051Rz0gmjA2UoQoEen1wpFOjSaSCKR\n99hSKYRU8tYgAkC9qkMIhcLvv//+jz/+0GSGmI4PttjJExYW1rlz56+++kp9t9LSUnNz8wMH\nDgQFBQGAVCoNCwvbsGHDggUL/v77b/meRUVFv//+exvOGIDJZIaGht66devQoUNq3MfKyIRd\np06dDh48qHlqkuzs7KysLH9/fwUDXteuXVNTUzWfAAaD+QDRNmF348YNNaoO3s4Yp0AnNhsI\nKOGqSJXSkMmOJKFGKAIAvtJhRRJFD6/mdr/ExESN+2I6OljYybh//350dPT69evVm+sAIDY2\nVv4thUIJCws7ffr05cuXa2tr5YNGvb29Hz58KHt78+ZN9U7e5vHTTz81YxQSdhKJ5OnTp97e\n3tevX1dIgycUChcvXsxisX788UdZShQej+fj41NeXr53715lKyAGg8GoR9v22AUHB6PUoE2F\nACipq+vEVlxv2mI1plMo6pd5ZKXAYLSMgwcPAkDzPJI0Gg1V2FMwWenp6fWSoz3jLdRTWFgY\nFBT06tUrqVSKFJ5QqBh3FRMTs2fPnq1bt966dUvWSKFQUGZyldnvMBgMRj3aJuwyMjJKS0vV\n92GoKueAzGkppeUq2+VpNIqWIAgUddFQ7IWYJNVv+3v06JH6U2Aw7x08Hu/MmTP9+vVT2CSn\njFQqFYvFyrnfkNAxNDRsqymqpbCwcOzYscuXL0dvc3JyVNaTkBEbG5uWlsbhcEQikbu7+61b\nt0aOHKnQp1+/fj4+PgMHDpRPWqmjo/P48eOEhISPP/44LCzs7t27rX4tGAxGi9E2YVdYWKiy\nXaawCIKQ32D3qasTtYk+MjVRtAiSJFHYhJQkZccm3u4he0mh/PeJLP0pX4Nyt5j3C+yKvXTp\nUnV19aRJkxrtmZaWRqfTFUKIpFLpgwcPmEzmu7LJRUZGXrp0afPmzQUFBVeuXLG3t/fw8FA2\nwskYN25ccHCwpaUlm83W0dHx8/NT/hswMjJ68ODB7du3FaLgLS0te/fu/eOPP37//ffYfo/B\nYJqEtgm7hpIFyJSUgqksOitX0pSg196WnRuyw6lsRcdm0mjy55B/LZWScq/fSEYrKyvNp4TB\nvBdER0cDwMCBA5U/4vF42dnZqLQuALi5ubm4uERERKAhAECS5JYtW1JSUkJCQt5VAeVx48YN\nGTJkwYIF1tbW6AESFQ1rqL+uru7KlStl/8sikajRU0gkkg0bNuzatQu97devH51O9/f3b43p\nYzCYDwVtC57w9fVls9kCgYAkSZlOMmAwOA08WHPezjasvg4sAZBZXYWsccqFyEgAHRpVoKrU\nhCbBsFAv7MzNzRvNd4XBvHfcvHmTzWZ7eXkpf3T37t2AgIAePXo8fvwYAAiCCA8PHzFiRGBg\n4PDhwy0sLJKTk1NSUry9vdetW9fe867H2tr6xo0b6PW0adNYLJaLi4t6v7C8mBOJREwmU/0p\nrl27hirV+vn59erVa9q0aYaGhlOmTBk5cuSVK1dQnwsXLtTW1k6ZMgXbgDEYjEq0Tdi9fPlS\neeNLQ6pOGYFEwqTRlENcAYBGoTCo1LK6N05SlcntVKo6aGJdChMTEyMjo6aMwGA6Onl5eRkZ\nGf7+/irLrSozcODAhw8f7tix48GDB3FxcW5ubmFhYStWrNDR0WnrqWoCnU6fPHlyo93kHbWa\nWOx69uxpa2urp6cnS6ry8OHD2traGzdu8Pl8JpOZmpqKatLo6uri4jQYDEYl2ibs+vXrFxAQ\ncO3atYY6EAShPnBBpaoDALFUSjSc0K4hhtnbxmTnNWUEvHjxIioqCt+1MdqEra2tmv+74cOH\nK3/q4eGBomjfXwQCAXohFAovX748adIk9YGuFhYW2dnZ8vtJvvnmG5FI5Ofnh6x9KNExn8+3\nt7evqqq6cOGCv7+/mjJoGAxGQ5pdyKADom177O7cuaOg6hR23fW0aFoyFKbchh5Rw2ETtgb6\nKtubquoAgCAIOzu7po7CYDDNJiwszMPD4969e+q7cbncRoPu5XkTBUWSL1++/N///rd79+7X\nr19v2rQpOTm5oSEK9ytzc/ONGzeOHj0avTU2Ns7LyyssLPT29l67du2MGTOCg4M1nw8G86HB\n4/H++OMPtMfjw0HbhJ2yJEIb12T7UR4VKZabVL9Vhf/2ljuVkn5wF9vK+jjWJpWXZdPfWEzl\nn+NJkuRwOJofBIPBtASSJH/99dfnz5+fOHFC1lhcXKyQ6ry2ttbe3t7a2jopKUnDIyNhp0+n\no5sMi8UKCwtbuXLl5MmT1URdAACHwxkxYkRwcLBEIomLizt58qS43pOgq6uLNvZZWlrKfmIw\nGJXs379/+vTp/fv353K5DfVBIkE5v9L7i7YJO3t7e5TFVAE1VlbNDbC6dLqCamNQKAAQm5PH\nFb7ZQNOkwrJ1ojc3a/Hb/t+xY8dqfhAMBtMSCILYvn17cHCwrA5sWlqanZ2dnZ1dWVkZahGJ\nRLt27SorKxOJRCkpKRoeGe33NWLQXF1djx07Nm/ePJSvLiMjw9LSEtXDVcmtW7euXbt2/vz5\nGzduDBs2bOrUqadPn4a3b1YrVqxIS0u7cOFCsy4ag/kgQFWVLSws1GzP1b7iQNom7ABA/fM0\nQRA0CoVW7+8wfPuXTaNQqNS3vhPi7dcKqk1Yr/Fb4pzX19dXEJfqn+YxGEzrMn369LNnz7q6\nuqK3xcXFQqGwpqamsrIStURFRa1atQoADA0NZ86cef/+fYUj5Ofn7969Ozs7W74RWexMdRhU\nKtXe3p4giHnz5kVHR4tEourq6tzc3IbmM3z48M8///yrr74aOHCgqakpANja2v7000+Ghob7\n9u1Dfe7cuXPjxg01ifQwGMynn36ak5OTlpamJmxL+4SdtgVPREVFyTYsq4QkSTFJyoRd9dud\nWTQajUJUSv5rpFOpUpKkUSh8sbj27bg2FIfRpHAKUxbT0cjwQWGxCYspkEq5AiEA1NTUKHQL\nCAjQ+JAYDKaV8ff3/+uvvwwNDZ2dnePj46OiomQeTw6HQ5JkVlZW79695YcsXLjw/PnzFy5c\nuH79uqwReX/MGAyot94BQEBAwLFjx+h0+uDBg9PS0mJiYh4+fBgYGCgfZstisU6ePIlev3z5\nsqqqytLSctWqVTU1NVFRUfPnz+dyuaNHj66pqRGJRN9++21bfhkYzPuNhnvWsbDruMiyPdFo\nNHd39ydPnqjsJlblTadRKDVCIZP+1neCylTI+hMAVApFLJUSBOFuapxfU1stECJtp5zZThkr\nfT0Pc7MHhcUVPHW1JRqaNgaDaR9kYekzZ85MTU0dM2aMoaFhdXU1SZLffvutcshCt27dAEBm\n80Mg07upzlvCDuqr5YpEoiFDhhQVFQHAyZMnJ06cqDK/OovFYrFYALBz584//vhj7ty5AMBm\ns+3t7VNTUxXOiMFgMNom7L755ptDhw4JBAKxWNxUeYTUG1+kLpkwWd+NJMlnZRWoEUm9hjSd\nTPDpUKkppeVPS8oanYmenl6TZo7BYNqIYcOGZWRkBAQEnD179pdffhGLxUuXLlV262zcuPHr\nr7+2traWb0QWO1OGorBD0Gg0Y2PjoqIiIyOjTz/9tKGqOTJ8fX19fX3Ra4IgkpKSqqqqkKMW\n084kJSWFhoaqrGiMwbxztG2PnZWVlbwrVk9Pr03tq+jQBjoMAEBuWWs9PXjbqCslSfRGIJGg\nvXRqqtMSBEGj0Xbv3t12c8ZgMJqze/fumpqab7/9VkdHZ9myZStXrpSPYT948OCcOXOQ1U1B\n1YHMFatDB4Da2lrU+OLFi9LS0srKyuDg4MGDB0+cOJHP5/v4+Cifms/nR0REvHz5UuXEqFQq\nVnXviujo6LKysqqqKuWNNBjMO0fbhJ2Ojo6urq7sbW1tbTOyDupQVUgvWR4TKkEwaTRdOh0A\nHIwMAcCq3sBGAhTU1kJ98FpD8k1ldVoKhcJms0mSFIvF6rcJYjCYtoMkyfz8fPkWBoOhsieP\nxwsJCQkPD//9999VdkDCrjNTB+qFXWxsrKura7du3c6ePfvXX3/t27fv3r17fD7/9u3bysN3\n7949ceJEHx+fHj16zJs3r4XXhWlFZsyYMWjQIDs7O/U15TCYd4K2Cbvk5GSFdDWN1mdUxtZA\nX0F69exkzqp3vkhIki8Wc0UiAHhdywUAiVRKV+VGkR2DQaMp5LejUCg2NjayAGyCIHx8fGTO\nGjMzs6bOGYPBtApffPGFra3txo0bG+3JYrE+//xzW1tbLpf74sUL5Q4cDodNoxrQaVAv7JCB\nRygUDhw4cOjQodOnTz9x4sSKFSvkT7d48WJra+vr16+bm5sDAI1Ge/Lkyf79+w8cONBa14hp\nIRYWFtOnT0e/IAymo6Ftwq5Pnz76+m8VgeDzVYQpWOnrURvY0cKk/WevQ30IgkgqKeWqKvWI\n6o+lVVQqFKWQd8WyaDSBWKwQVyGVSvPz85FlDkXXypv0Dx8+rO4iMRhMm/Hq1SsAaMgBqsCR\nI0cCAwO3bNkiKw4hD5fLZVOp+rT/hN2YMWP++eefuLg4V1fXmJiYI0eODBo0aOPGjV26dEFD\nSJI8fvz469evz58/P2PGjOfPnycmJjo6OgLA0qVLZUdeu3atlZVVVFRUiy8Xg8FoG9om7AiC\nMDY2brQbSZK6dNWBI3yx5EVFJdJ2kvo4CQAgABhy5cUG2tnIpKGyt5eUy6gij4UuW+VkACAt\nLU0mB+/evdvoJWAwmLbg+PHje/bs2bJli4b9leNhZVspSkpKyspKl16/lZqaity7BEGMHDnS\n09OzoaMRBPHbb7/Nnj17yZIlAODm5ubg4LB3796uXbvKe2NPnDhRWFgYERHR9OvDYDBajrZF\nxQoEgoqKCtlbfX19lZtbq/iC5f18tsQ/5NbHwCokK1HeBkfWpz4BACt9PSBJ1N+ExawVioRv\nVx4DuQwpPLmqEroNlwCXV4fYFYvBtDPnzp3j8/lTp051cnJycnLSfOCSJUumTJkiS3QXHx8/\nYsQIOp0+bNiw58+fc7ncRAAASE1N1fCAEyZMGDp06Lfffmtpablx40YKhRIYGJieng4AXC43\nIyPDy8tr9+7dZ8+eXbZsWZOuEYPBfAhom7DT0dHZs2fPjBkzAIDFYnXq1EmlsOOJxWF34uVb\nVKagQ05S5fbXNbWva97EuG309wtPTnlYWGyko0MQhDGTkVn1VqVXcza7tK4OACgEkVlV3egl\n0Gi0Tz75pNFuGAymtUhJSfn0008BwNraevDgweo7c7ncX3/91dXVddy4cRKJhEqlWllZyT59\n9OgRuudEREQgG7yvpUWuUNyk/VhRUVF//PEHAEyaNKlnz64LDxgAACAASURBVJ6okSTJLl26\nlJeXf/rppxERER9//HHTLhKDwXwYaJsrFgBiY2NRRigej5eRkdGSQzUaUUulEFKAR0UlAFAj\nElXy+Vlvqzo6hTLc3hZFTqhPX4yiYgFALBYfP368JdPGYDBNwsrKytjYWFdX18HBQeGjQ4cO\nhYaGTp482d/fPysrCwD++OOP0NDQoKCg06dPGxsbKwisL774Yt26dV27dpU9Fv7o7+fn4SaS\n26QrkUiGDx/u5uYWERGhXBOspqamurra09MzKCjIzc1N1i4WizkcDgBoXqwWg8F8gGibsCsv\nLz9y5EhLkkYOt1ddfkS2o07enSolIeRKDFJsbzbkvT1KJJWeev5CSpLmbJb680ql0r59+6LX\n1dWNG/YwGExrYWJikp+fX1hYKAtiAACpVDp9+vRZs2Zt2bLlzJkzt2/fXrRoUWZmpre3N5vN\n9vDwePLkSU1NzbVr1+QjtPT09PT09CorK5GqG9rNeZCdtS6VxuVyZfeljIyMmJiYtLS0iRMn\nhoWFKUxmw4YNCxYsEIvFkZGRKKi/sLDQx8fns88+O3PmzCeffHLu3Lk2/0YwGMx7i7YJO2Nj\nY+XKPLKgBB8fH4WYWQCgUSimrP9SoqSUlrFVxVUMtbNB8RDyaUuUTXp0uQALeaoEApVpieXj\nZ2/cuAEAlpaWOEExBtPOsNlshZtDUlIS8ocaGRn16tULAC5cuNC1a9d169bt3Lnz6dOnCxcu\nXLJkyaxZsy5evCgbJRaL165dW1FRwWAwWCzWqG4uAKBPp0ql0rq6OpIkIyIisrOzN2zYINuW\nBwClpaWym4mFhQUAdO7cWfbpzZs3ExMTL1y4UFRUhLJdtuEXgcFg3nO0Tdj99ddff/75p4LF\nTnYffPjw4ZgxYxRkn1gqLZer3FrMrasTiQHASk9Xvtu17FwUD1GrKu+JDFF9FIUBk8mWqzsk\nkkgJUExlJ/spT2hoaGBgoJpTYDCYdsDd3X3cuHEoBiI8PNzGxga1R0dHL126lCRJCwsLPz+/\n/fv3T5w4UVbAkEajLV++3M/Pb+fOne7u7qYsnYTXRZcfPa6oqKitrY2JiZk4cWJgYODo0aOf\nP38eExPz/fffHzlypFOnTrKEKd99911qaurVq1dlMxk7duyXX365Zs2a7du3Hz9+fNOmTe38\nVWAwmPcIbRN2BgYGKttlz+L//POPvOxTTkqCNCBBENUCoUI5MoP6fMIK6Kiy0nH4/DrxW2Vn\nFfbYIbkpVUqAN3v2bJVnwWAwbcrJkyfnz5+fnZ0NANHR0fr6+lFRUX369Lly5QqdTs/Ly0tI\nSNi3b5+7u/uiRYvQI5mrq6uenp6NjY18/MSaNWv+/fdfJAR1adR9j55kl5Xn5OT88ssvVlZW\nDAZDX1/f1NTUyMho6NChdDodBcympKTI9uG5urrKFy7T19c/dOjQ2rVrp0+fbmtrO3ny5Hb8\nVjAYzHuGtgm7gIAAWakJmSyzsLDg8XhUKhWUtq+JG9iNR5IkVyRScHnUCoXyTlsZ+0cNU1l5\nQhMUTmFvby9fEg2DwbQPfD5/1qxZv/32m6enJ5fLDQ8Pl0gkAHDkyJGZM2eOGDFCLBb37t17\n3rx5z549W7duHRpVW1trZGTk4+NjYmKicEAOh8PhcERi8Zde7gZMplQq3b59u729/aFDh+h0\nuuwIALB8+fKff/553bp1ZmZmKhMdA8DRo0cNDAyqqqpyc3PHjBnTFt8ABoPRDrRN2AGArJw2\nSZJUKpVCoRQXF4vFYnSblhdSzHpXqWG9Kc5Qh+FmpniDBgCk26QkKe+0lTH/yg2FyhM0CoVJ\no64f2P+73h+t7N/bTpUdsWvXrvJvx48fDwBZWVlr1qzR9FIxGEwrwWQyfX19AaC2trZHjx7B\nwcF2dnbdunX7+uuvAcDGxoaqyjB/4sSJ/Pz8yMhI5YCGY8eOvXr16rtLVwfZ2Xw7yE9XV3fq\n1KlsNjsuLq6iouLMmTNHjhwxNTXdvHmzsbHxwoULS0tLORzO1atXk5KSlE9048YNHo93+fLl\nNrh0DAajVWibsKurq3v48CEA0Gg0AJBIJFKplFCq00qn0/X19fn1rtJqgUCXQV/g27NaIEwt\nq1AOclCsGAYgX/uV97bLlUIQYqmUL5YcS3m+4/6j7GpOr86dlKeKSgzJkPlk9+3bh6NitQ+8\n4b3js2vXLuRgzcjIiIuLy8nJSUtLW7lyZXZ29r///kuoin6SFYmZOHHis2fPoqOjv/7667S0\nNA6Hc//+fQAoq+MRAM6mxq6urlOmTAGAxYsXh4SEnDp1KioqqqKi4tSpU+gI06ZNo9PpEonk\n6NGjyidau3btkiVLDh061EbXjsFgtAZtS1DMZrM/+uijuLg4sZzYYjAYsiI/BEFIpVKpVCqR\nSNgMhhlTJ49TQwJwhaLwx09Rn0ZXYFLtOo320tEplHxODQCcfJYm+0g+43FRUZH8KFnZx/Ly\n8sTExKFDh2pyvZiOD5Z07wvPnz9Hz1fW1tazZs2StcvnQFGgT58+Dx48oNFoLBbLzMxs7Nix\nWVlZpaWlffv2raqqAoBx3ZwAQI9KBQCUuNjBweHXX39FhzU3N//888+Tk5M9PT03b94sEon0\n9fWnTp2qfKKuXbtu3bpVoTErK2vp0qWDBw/+5ptvWn75GAxGO9A2ix0AxMTEGBkZybeIxWJU\niwLkVlmpVFonFOZyamSrLk/0luENAFxNTZg01elLAMCczUI+XD0GHeq39FEIQp/BAACRVMpX\nqjMmO7vKp3/E7NmzBwwYoOYCMe8jWN51cEQiUXBw8Pr16z/55JPKysqhQ4dWVlY2Omr37t2V\nlZVFRUV5eXkWFhbBwcHGxsZjxoz56KOPaDQam83eGeAPAPp0GtQLOxleXl779+/fs2ePt7d3\naGgouif0798feYR5PN7169cV7PoKHD169Ny5c4sXL66rq2vJtWMwGG1CC4Vdamoqg8GQb5FI\nJCdPntRkrCxTHbrJ5nA4//N0a6izGZtVLRAAQK1QBHL78GqEwk5stnxPyts6zsjISGGGMnR0\ndIKCghr6FPM+giQdFnYdmcOHDxsYGISEhMTFxZ0/f76urq6srKygoECTsUZGRqampoaGhiKR\n6Mcff7x3794XX3wxePDg//3vf25ubqY6TAAwpNMA4PLly8OHD09MTAQAqVSalJQkEAiQfKyo\nqNiyZUtMTExERAQ67LfffhsQEDBt2jSVJ5VIJDNmzIiPj/fy8lqwYAH77RsOBoP5kNFCYbdw\n4cLi4mLZWyqVymazra2toX7jnUoIguiky/axtAA5TytPJA5ParB6T2pZhfxboUQiy3tSxuPJ\nfyR9e1U/evSocgwdQiAQoD06DZ0U856ChV1HJjY2ls/nR0dHI2P/gAEDpk+fPnDgQGdn58LC\nQk2OkJGRYWlpaWJi4ubm1rdvX5FIVFNTw6ZSGRQCAIwZdAC4fPlyTEzM3r17ASAsLOyjjz4a\nP378iRMnTp8+vW3bthcvXgwaNEiWmKkho/769evnz59/586do0ePXr16dcOGDdu2bWuVLwGD\nwWgHWijsFILXSJKsq6tDe+zEYvGcOXNU5hMhSbKEWxdfUPhR57dqdatfjXt0MiPk8tgJJBLl\nsrBGOgyFe/SxY8eUVwtZPbHc3Nz58+erPS3mfaIlBe4w7UNYWFhoaOjp06d9fHxYLNa4ceMu\nXrxYVVWVnp6O6sE0SnJycnl5OZfLBYCEhISYmJiysjITHXpBTS0AmDAYANCzZ8/+/fsPGzZs\nxYoVqOxsVVVV586dJ02a9OOPP/bo0UM+j8muXbuuX79+4sQJ+bO8ePFi3bp1v/32W05OTnBw\n8OjRo4cNG9aK3wMGg9ECtC14AgDGjRsXGxtLo9HEYjGVSkXL6uvXr9GnBw8e7Nu3b1ZWlouL\nC4fDkc8sQCGIvtaWn7k6Pyq6BQCEKlXX1dgwo7IaAEY42hXV1r2srCIBBHJ76RQMM3QKpUqg\nWOT77NmzytPmcrlr167dtGmTSCTy8/Nr5sVjOh4qM1E3Cp/P379/v6Oj49ixY9tmXpj/sLOz\ne/To0bVr1wwNDXk83sWLF7///vsdO3b4+PhMmDBBkyOMHTt28+bNAHD06FFjY2MfH5+ampqM\n7Oyud+5+6+P9sKiknKA49u33559/DhkyJDY2tm/fvhEREbLdtOXl5QBQUVERFxfn5uZmZGTE\nZDKVRZvMO9y1a1eVtxEMBoPRQmG3aNGiMWPG+Pv7FxYWslgs5awiCQkJEomksLBQoUyFs4nR\nAh/vn+8/Qm+VVZ2rqckavz6zLkf721rP8Or+eeRlqNd/NAqlE5v1uparMIpKIUT1C7qZmVlF\nRYXCAk+j0ezs7DIzMzkcjre3N0o9jxOQahPN22N35syZ//u//wOArKwse3v7tpgYRsbLly+v\nXbsGAJs3b7aysvryyy+HDRuGMtgBwKtXr+bPn+/v7x8UFBQTEzNt2jSxWCxf6RUA6HT6smXL\nAAD9RAY5Lp8HALG5+U9KyqgUik1hIQAMHTr07t27I0aM+PTTT2XDd+zYERAQkJmZ2b9/f1dX\n1ydPnshXngCAurq6pUuXdunSRUdHh8FgoDuYnp6ecvFrDAbzgaOFrlgAuHnzJvJ1orzw8h/J\nxyVwOBz5j16UV06JvJzwuggAaBSKQpEJJo2WVl4x95/rVIJyNSt35qVo5HUlCOLrXj2+H9T/\ndS0X9SQATFlM5H7liyU6dLqdnd3mzZurq6uRqtPT05MdViKR5OfnAwBKmuXl5QUAP/74Yyt+\nG5h3S/OEXffu3VkslpOTk5mZWdvMC/MflZWVM2fOnDdv3u3bt0+cODFq1CiZjR8ATp8+HRMT\ns3bt2uDg4O+++87Pz8/Kysre3t7Z2Tk1NfXRo0djxoxR8Jmi4SF+/XaPGLJnxBB/OxtbU5Pi\n4uLKyso1a9bU1tauX78eAEJCQlxdXR89emRsbDxlyhRUNefFixcuLi7Iqytj+vTpe/fuDQ0N\njY6OlkgkgwcPtrKy6tSpk/x+YgwGgwGtFHbV1dWLFy9Gr42NjXfs2CH/qVAolNR7TnV1dRV2\nv8nWXiOmTjmPb6HL7m7+ZllF2Yy5IhFXJAIAnlgsJUkCQEqSl9Kz9iQ+lj9IJV8gW8glJMlg\nMFasWIGscQRBODg4/NeZJIXCN77aY8eO9evXDwBk5cYxWkDzwiZ69epVUlLy4sUL+ccATFvw\n+PHjAQMGHDp0aNasWS9fvgQAkUgknyS8e/fuPj4+YWFhnp6eAIByZObk5KSnp9+5c2fPnj1/\n//33smXLHj16NGTIkC1btkC9z9THwnyOd/feVp0/6eaUXVqWkZHx/PnzgoKCWbNm7du3TyAQ\nHD58+MWLF+fPn0cnWrhw4aJFi0iSzM7ORmnwZKAHVAaD4eTkJGvk8/nyAhSDwWBA+1yxSUlJ\nAwYMQFKJRqPV1taeP38epQUmCEJXV1feMyv/TEwhCFJuBS6r41EphEAiSSktk/WhUygKJShQ\n/5zqN5Y/GoWCis/KgicoBGFtbZ2env7fEJLk8XhoC6Cs0czMTE9PLzU1tbq6+unTpx4eHi3/\nKjAdhEYtdq9evVqyZElAQIBCmlks6doHSn2hZyaTGRkZ+csvv4waNcrNzU0qlVIolOfPn3/y\nyScAsG3btnPnzunp6Q0YMGDhwoUoVGLy5MkuLi5JSUnTp08/fPhwbGzsnTt3WCwWn88HABv2\nG6u/VyczBpVK09GprKy8devW8ePHz5w5M3Xq1B07dsTFxX311VeoG51O37Rpk5OTk7OzMwrk\nl7Fr167AwMD+/ftbWVklJibGxcVdvXp15MiRPXv2bL9vCoPBvA9om8Xu6dOndXV1YrG4W7du\nYrFYJBL9/fffJEkaGhqSJMlisQiCUJlHQD4jyQBb6856ugBQxX9Tr8KMzRrn3PVz9/9y2jFU\nFY4US6UWum8SStkbGVAJggTg8Xi2trbopEOGDAGA9PR08dtVyAwNDbOzswGgtrZW1hmjTagR\ndkeOHImKilq6dKmsPgqmPUG1vwCATqfPmzcvKSnJy8vL09PTwcGhsLBQliPp1atXKSkptbW1\nx44d+/nnn/fu3aunp/fJJ5/weLykpKT/+7//+/LLL93d3SUSybfffvvgwQMAsK0Xdv2sLaOm\nTXRzc8vPzx8zZkyXLl0cHR379u27dOnSzz77zNbWVjYZHR2dkJCQgIAAAIiPj+/WrduSJUue\nPn26YcMGd3d3KysrAHB1dZ0xY8aRI0dkedcxGAxGhrYJu4kTJ6IottzcXNSCFtSamhoajdap\nUyeSJNW7xgwYjJxqTlEtVyJ9002fQfextEguKTn1PBUA9Bj0b3p5z//IS36UTIgVc9+kgM+u\n4gBBkCRZUlJSWVn5119/OTk5JScny4+iUqksFgsAUJLSrl27btu27eeff05JaTB5Hua9o1GL\n3WeffdarV6/Fixfr6Oi047wwb5DFH1y+fPnOnTsPHjwIDAxMSUnJzc0dP368i4tLamrqixcv\nZs6cOWfOHDs7O39//+zs7PLy8u3bt8fExGzcuBEN/+ijj65evWpubu7m5lZTU2NAoxnKBUA4\nG+gBQG5urpeXl6Gh4YsXL1JTU7lc7qVLl2R9CgoKQkNDr1+/jt5GRka+fPly3759CxYs2Lhx\no8ywJ5FIrK2tDQwM1qxZM2zYsNjY2Lb/kjAYzHuDtgk7JpOZkJAAAEKhcMGCBVDvZ5FKpWKx\nWKb2EApRsajsBEcoLKrlUuVsZjVC0ZWM7JzqGuSHvfRZUG+rzr88SJIfq3LRltT7bWtra5ct\nW5aenl5RUYGscUwmk81mr1+/vqio6PHjxzdv3nRwcMjIyFi1atW6devk61RitB5vb++HDx9u\n2LDhXU/kAwWV8AKAQYMGoeglkUiEgl7v37+fmZnp6upqbm4eHx9vY2NjaWm5YsWKzp07A4BA\nIOjVq1dwcPCAAQN8fX2fPHkye/bs0tJSHo9XVlZmq8uSP4sli8mgUJBhfvLkyShOAgB+//33\nhISEtLS0Xbt2bdiwYcuWLVOmTNm8eXPnzp0NDAymTp26b98+lBXFxcUFDXn58mVhYaFIJNqz\nZ8+NGze2b9/ePl8UBoN5L9A2YQcAgYGBBEFIJJKUlJT169fL0ot4e3vv2rXLzs6OIAhkGjEx\nMZHXdt/17zPd012fwRBJpQ5Ghq8XztV5u1CsoY5OF0MDGpXyoLBI/RzkHbUeHh4UCgVtyoZ6\ny825c+e4XO6KFSsMDAx69Ojh5OSEwniRqwXXiu2AkCT54sWLZheQwJUnOiZisXju3Lk0Gs3Z\n2blHjx5JSUmrVq3KyckpLCxkMBjdu3d3dHQEAH9/fz8/v40bNyYkJFy5ciUiIoJCoaAi1AcP\nHrx79+7Dhw9Xr1599epVAMjJyUlMTLz68NHimNuy3zoFwADIe/fuZWVlLV++PDY2dt++fegj\n5PxduHDhs2fP2Gx2r169Tp06VVxcfPPmzePHj3/xxRddu3YFgKNHjw4aNIjP56enpzMYDH19\n/dDQ0D59+qAnWAwGg0FoobA7dOgQyvuVmpo6cuRI2c7o5OTkmpoaY2NjOzs7gUBgb28fEhLC\n4XCoVKqOjo6Dg4NlJ/MiLrdGKAQAGwO9vQ+T5VysAADVAkFONef/rt1aP6jfQNs3W5vpVAqT\nRuus91atRtkqbm9v/+zZM5m4RI/pBEGsXr36119/ZbPZJiYmGRkZS5YsQbvuPDw8kpOT8SN4\nB+Trr792dXVtqHanGtBvHwu7jsnDhw9jYmLEYvGrV6+ioqIoFMrUqVOtrKyGDh06bdq07t27\nV1VVkSSJ/j1HjBgxatSouXPnenp6ohvLrl27UM0YNzc3mREO7fco5nB+TUy+nZsfcvXGzZw8\nAHiU9iInJ6dXr17ffPNN3759Dx06xGQyTU1NX758iULm/f39hw0bduXKlS5dusyYMWPTpk3o\ngChMXiKRoCDcyMhIoVBoZGS0fPny+Pj4ESNGvItvDoPBdFC0LSoWYWpqmpWVVVRU1KdPH5mw\nI0lyx44dyBUCACUlJatXrwYAAwODXr16JSQk3MgvRDlNpnh0C+3n2yP8uMqDU4Fg02h/Twza\n9+hJF0ODxTG3C2pqS+qkVvp6r2vehNzKgmft7OxkZwQAdPsmSTIpKWnt2rUCgUAgEEyYMOHp\n06eow8mTJx8/fvzs2bNW/kYwLUMqlcbExIBc6n/NwZKuI+Pr6zt27NhLly5RqVRnZ2cAQCEO\n586d++yzzwAgKCho8uTJMTExT58+HTJkiCxv8CeffPLnn396eXkdOHBg7ty5a9as0dPT8/Pz\nq6mpKSsr43A4Tvq6XqYmX16Kfl3Ljc3Jfz73CzadBgCVlZW///47AKAACz6fP3z4cIFA4OXl\n9dVXX6Hk5AwG46efftqyZUtycvKsWbMCAgLu3LkzcOBAAKBSqUuXLkXznDp1Ko1GmzFjBorK\nwmAwGNBWYYdyDSBk1jKCIFAqYAcHh/DwcFm5nsrKSrRb+V56RnlFBZUguhobmbPZdCpFJJGi\nVCkgV2Gsr40lAJxLSw+9+S+LRhtkZ11QUyuVSgtr30ooCgA0Gs3Dw+P27dsAoKOjIxAIJHLF\nx6qrqxkMhlAofPr0qa6urkAgQFaBzMxMPp8ve/rHdAT+/fdf5ExvttsLy7uOCZVKjYqKQml+\nLSwsUCNBEBcuXAAAXV1dOzu7xYsXT548WcEwhmpL0Gi0UaNGXblyBTWGhYUZGhpWVlZevnz5\niK9X34PHuSIRhSAmubkAwLqhg76LuV1ZWYnSmoSFhdXV1a1cubJXr15WVlYZGRmfffbZ8uXL\naTTa2bNnMzIyUMHDuLi48PDwAQMGmJiYVFRUpKWlLVq06ODBg/369YuPjweAmJgYdGfDYDAY\n0FZhN2nSpJSUFJkmQ5AkqaenV1VVlZWVNXr0aBsbG3Q3lGW5IygUAJCQ5Na4h8eepookb3nQ\nrPX182tqGFTqLw+SnpaWs9D2O4KQSKXdzc1SSssIAIJCSKVvrd9VVVWmpqZ8Pt/X11cheE0i\nkTCZTJRyTz6jHo1G4/F4WNh1KHr27NmjRw+SJFetWrVy5crr16/Lp6hQD05e0/ExNjZGT1my\nyjSjRo2Kior6+uuvd+zYce7cudjY2MjIyI8//tjKyioyMpLFYvXv3//Bgwd9+/YNDQ0FADqd\nPmHCBFRPYvjw4TSCMKBSBBIxAPToZL52YF8A6GFm4ujoyGAwnj9/3qlTp/T0dC6Xa2NjY2dn\nV1paamFhUVxcTKfTUf5CHR0dOp0uEolQNBgA/Pzzz5GRkQsXLkRvg4ODk5OTRSKRcklZDAbz\nIaOFe+wAIDQ09NatW3fu3JFl+rW2tu7Xrx/KJk8QBJ/Plz3jkiSpo6NDkmRZWRkKjOVLJCjn\nMIP63/dTzuf9Pmq4UCIBgBvZuX+nZwEATyS6np2XUlpmzmb52VhJpaQOjUajUEzZTAAQi8Wn\nTp0qLy9HHliEzDUM9Xpu6dKlxsbGqKVz5843b96UvcV0EPT19R8/frxv374XL168fPny0aNH\nmo8l6kvPtdnsMM2HJMkBAwaYm5t///33BgYGzs7OqG7NlClTLl++LBKJvLy8WCzW2LFjY2Nj\nU1JSoqOjke128uTJfn5+bDb7hx9+cHd3P3Xq1IEDB+zs7CwtLWtqaqzZTKFEIpaSAJBUXBKd\nmQMA/2Zl5+XlvXjxorq6+ty5c5aWlk5OTgcPHiwrKwOA4uJiNps9ffr0Xbt2HT9+/I8//kD3\nClnl6P/973/nzp1zd3dHbuJBgwbZ29uLxWL5WwoGg8FoocVu/fr1Bw4cKCgo+O677/7666+Q\nkJCRI0cuXrx46NChyDKHfrLZbC6Xi94KBAK07hqwWBVcLgBY6+ubsZmPi0spBEECkCQplpL2\nRgYORgbZVRxklCPkspyU1vF0qNUAIBCLAaBW+Fb+YaFQGBsba2hoWF1dzWazzczMvL29L1y4\nQJKkh4dHWFgY2nMDAEVFRbhGUIelX79+GzZskEgkH3/8seaj0J8WXn07JhwO5/79+yKR6Pff\nfxcIBOnp6Tt27Jg+fbqXl9e8efNSUlLGjh1bU1NDpVI5HM4XX3xRUVGxY8eO77///sCBA3fv\n3n358mVgYOD69euDg4MBIDMzs6ioKCgoyMpAl0mjMqhUoURCp1BsDPQ4QuG3V28CgI2Nzdix\nY5csWYImgO4DbDa7rq6OxWIFBgYCwNSpU0mS9PT0TE1NHTNmTFFREUqwgli2bFlmZqZYLB48\neHB6ejrae4fBYDAIbRN2paWl69atQ6+Li4ufPHmyffv2cePGRUZG1tXVgVy2WGQtIwjC3Ny8\ntra2rq6OwWCISBIA/LvYZldVJ5eUQX1xsJleHv9kZo84dR7pPCTpFPZM5df8V6wMyTsqldq5\nc+eCggIkHzkcDgCw2eysrKxVq1ZFRkYCQEZGRs+ePb28vO7cuYPmc/ToUV1dXexe6YAQBLFq\n1apmjAJsseuoMJlMGo0mEokKCgq8vLzEYrGDg0P37t1FItHw4cMzMjICAgKoVCoATJw4EWUz\nAQBra+s5c+a8evWKSqUeP378/PnzY8aMYTKZVCo1JyensrLy9+THf8XfRwb+H/392DSaAYMx\nwaVrdG4+j8c7evSopaXlpk2bcnJyrl27BgB1dXV0Ov2XX375f/bOO66J+//j77uEBEJICHuj\ngiKIiCAouKqggKJS66iK1lFtlboriltxb61Fbd2KCxUnqLhFK4iAyN4gQ0YII2Rf7vfHp9w3\n1bY/2ypaes8/fITLjY+X5HPvz3u83tTAIiIi0tLSpkyZsnLlyrt37x49evTly5exsbHHjh37\n9ttvDx48GBwc/MUXX+zYsYNO26Ch+ee89zRozdSOVqateRGMjY3d3NzQ64sXL44aNeqbb74p\nKSmJj4+fM2dO7969u3fvjjp5U8LFJEn26NEDABQK5wgingAAIABJREFUBYnjDAxLLK8saWgk\nSVKbyfTrYDutW5flfXpKlEposfP+6PPXfHhjGDZt2rTp06fDb3sPDBkyRCQSde7cGT0tZDJZ\nXl7e1KlTUQsKkiQvXrw4b968D3WDaFod2rD7lGGz2TY2NgCA43hwcHBhYeHt27eTkpLs7Ox+\n/vnnO3fudOvWbcmSJaWlpffu3UOHMJnMsrKykJCQUaNGzZo1CwAkEklUVBR6d9u2bYWFhQoV\nUd4kZuK4lR73cl6B40/Hf0hKPR00ZKX/IJRWm5aWVlZW9uDBA2okSqUSvYW4f/++QqG4fv06\n2mfXrl0//PBDZmbmuXPnFi1alJOTg3yEtFVHQ/MP+X+bA/0Nbty4IRAIfH193+M535225rED\nAKT0CwBSqRQAOnXq1Ldv36amJjs7u4cPH4aFhSFdUKpatra2FhWuAoBYLAYAaUsjVw6TebOw\nxMPczIKre21M0JRrt/JF9ZrXwjDQ/DKQJKmtxZQpVTiGqUny1KlTWho9hTAMW7x4cWJior29\nfV1dHQq+AMDo0aMDAgLQaAGAw+FMmTLlvd8Wmo8FWkL8USi2qanp4cOHffv2faMPCk2r0blz\n55ycHD6fv2TJEjQtFBQUvHr1CgASExOXLFkik8l+/PFHZHWxWCwTE5MTJ04AQFlZWVlZWYcO\nHUpKSpYtW+bo6NijR4/4+HjqzCq1+t6EUcOjrkCLR9+Wo406Ant4eHh7e7969Yqq8cJxHBXe\nZmdn6+npbdiwwd7ePj8///z580wmMzU1FQCGDRs2c+bMVr9DNDRtmQ8hWfDLL79IJJKHDx9+\nFI2Ltuaxy8rKqq6uRq+1tLQ8PDwuXLggl8v379/ft2/fsLCwLVu2NDU1aR7yxofKwDDtloYT\ndTIZAJjo6gBArVRKWXW+7axbeo796obBMIyJYwDQz8ry+tggppYWhmFisRhJGyDnHEmSmzZt\nunv3bl1dHQAgqw4Arl+/PmXKFA8PD+TUOX369IIFC977naH5NEHSZUgyjab1KSoqio+PNzY2\nZjAYarU6MDDw9u3b48aNO3XqlL6+/sKFC9GkTK0DFQoFWoO1b99+w4YNz54943K5BEG8evXq\nwoULAIB6kQGAXwfb2LFB1jy9qJFDDwT4DOvYYfmDJyeep6JT6evro1UfNf+QJKmrq5uYmOjo\n6Ojg4PDo0aN9+/bp6+tPmzYtNDTU1NR04MCBly9ftrGxWblyZWRkJADcvXvXx8eH6mBBQ0Pz\nN0Cr7vcbVJk9e/by5csvX778UXzqbc2w27hxI6UVp1Qqnz9/3tzcfObMGQDgcDgonQVhbGy8\nePHiK1euWFtbU94UHMcJkpSpCM1zznB1BoDnldXUlsL6RsAwADDS0QYAO33+hC4OKjWJAXzj\n1nV23H2FQvGr+h2GJSUlubu7U8cymW96SSUSSWxsbFZWFvoTSWrR/EdA3e0+VioGTUpKilAo\nrKmpQR1j4+LitmzZsn79+vr6+qamJoIghg4dymQy3dzcjh07tmzZsu7duwuFQoFAUFhYWFdX\n17t3b6RZ3aNHj5kzZ44dOzYrK8vG1NSCq9vV2Ojn1HSnn45v+uXZy2rhyAtXtyU8v56Tj+Qq\nBw4cmJCQoFmFM2rUKH19fZT7SxDE7du3Gxoarly5wmAwNmzYUFVVJRKJMAxbuXJleHh4cHBw\ncHCwj4/P3bt3kdA6DQ3NX+LAgQNff/11WVnZhwjFGhkZhYeHBwQEvMdzvjttLRQ7d+7c6Oho\nFFGFlnV2dXU1k8mMi4vTLB+rqanZvHmzq6trVVUV2g0VUtQJhUqVCgA4Wlrt+DyCVANgcUWl\n7Jb2r2wGo7C+Ab2ul8sBoKC+oU4mBwASYNKVm81KJQAgDSoMwzIyMhITE6nramlpqVSqNzT2\noCUK3L9//wsXLpiamg4fPvwD3SKaVubPc+z2798/bdo0qg89TSszbNiwNWvWWFpaIplJuVx+\n69atW7dusVgsgiBGjhxZVVWlUqmePXv28OHDffv2sdnsdu3aTZ06FVoayfB4PLVanZeXV1BQ\ncO3aNaVSKZFKasXNB1LSmhRKAEDTBZ/9q+2OYRiTybSwsJDJZJpLzRs3bnTs2FGhUKAkDSMj\nIyaTWV1dfejQIbQDEm/S19dHJyksLAQAAwODVatWtd79oqFpE4jF4m+//RYAzMzMUD/otkRb\n89i5u7tTvQFQTjTlC0lMTKQMOGr/goICAwMDAAgJCVmwYEF9fT2LzUZvSZRKJo59Zm014vyV\nYVGXD754icKvcoJgM5laOM5mMpCIMQA0yOXoBbLqMAxDk75arUbq8BRULh0AmJqaoiU7o8Vq\nFIlEN2/epGfqtsSfLwTZbHafPn3YLd86mlbm0KFDGzZsyM/P37p1K9rCYrHGjx8/YsQIMzOz\nvLw81JaGIAiCIBYuXPj06VM7O7v79++jyonY2FhnZ2eRSNTQ0LBo0aLw8HA+n6+F4V6W5hO6\nOKIT6rPZrqbGd8eP9rK0mOLSZXRvbxcXl/T09IULF6JZAmVYNzU15efnl5aWoiSNyspKDoeD\nLj116tTU1NQTJ07s2bMnNDT0s88+S0tLEwqFGIY1NDTk5+d/lFtHQ/PvhcvlTpw40c7O7i9p\nV/1baGseOwA4e/YsejF8+PCpU6ciPc+uXbuGhoYCAI7jnTp1ys7OZjAYBEEIBIKUlJTY2NhB\ngwb17NkTCdoxcIxQk91MjF9U12QLRagSoqThf5l5SM0E1P+7qLrl4Y0BGPL5tQ0NAGBoaCgU\nCi9cuGBhYVFRUaGtre3n53f9+nWVSkWS5OHDh0eMGIFh2M8//ywWi8PDwwHAzs4OwzC6Krbt\nQbcU+zS5f/++XC6/cePGxo0bV69efeDAAScnp8ePH+/Zs2f79u1ocaijo7N06VImk8nn82Uy\nWXV1NWrujMpj/f39r1+/TpLk5MmT7e3tlUplpUSiVCp+Kf+1iqteLr83YZQOk7llYJ8DKS+1\nlAoAmDVrFpV9gQojEOPGjTMxMbG0tJwwYQKLxTp+/DgAzJkzB6VwIGXshISEMWPGIJ1kgiB+\n+OGHlStXGhkZteZ9o6H5t4N+XACAfkptSbigDRp2qCEPAOzdu/fo0aP+/v5dunR59uyZnZ0d\nm82eN2/e3r17AQCl4pWVlf30009hYWEWFhbIdSeTybaOGDLMzFgklc+4cbuXhdnPqema58cA\ntBgMBUG8cV1k/5EAeIuPUCgUAoBIJFIqlSEhIQUFBenp6a6urklJSQBQUlLSp0+fjh07Xrp0\nqaCgYPPmzSqVKiwsjI7K0dC0GgMGDLhw4QKS/xUIBJWVlais/ty5c5MmTQIADMNu3LjRr18/\nADh16tT+/ftxHDc1NVUoFGgNqVQqUSggMTHx+vXrJiYmtRUVtZL/OeZnurm8FjffLXl1/GVW\nQsVrALC0tPTz8ysuLjY3N6+vr0edJ9Dyj8/nh4WFoRZnAPBGHdW6detUKlVkZCRlFBobG0+b\nNo226mho/iFtybBra6FYANBMpBOLxefPn1+7du2uXbuuXbuGHGNItoDSsVuxYgUAVFRUpKen\nAwCTyfwhPqHXsTOL7j18WV17JjMXANgMhpWeHjqnFoNxaVQgi8F442uAnHYdBAJxS+NXNpsd\nGRmpVCqVSuWVK1du3LhRUFCArDoAiImJycrKunLlypEjRxwdHW1tbQcPHrxmzZp169Zpto6l\n+beDfHVUWSXNJwVq4fDs2TO1Wh0TEwMAGIaNGTMmICAAdSAkSdLY2BjtPHDgQKVSefbsWZFI\nNHnyZLRRT09vxowZXbp0OXHixI0bNwBgeT8va57eFJdf+xkqCGL4+ashN+9ViH/9XdfX1w8b\nNgxVYKAVpq6uLkr0KSkpMTMzQwrJ1CD37t07YMCAlJQUPp9/8eJFaHkIDRs2rKSkZOPGja1w\no2hoaP4ttEHDjmoCCwC9evVCfWABoEuXLqampjo6OkhlgHrQqlS/af+lUqlKhcJ6mTyrVgQA\nNnw9bSaDieNCmQztoCCIH5+nYQBvx9YYGGYm4FM6JitWrAgNDUUTNEp5pspvGQzG+vXrUaBn\n+/btKpUqPz//xo0b169fX7FixdGjR9/nHaH5qKBvGvoSaj6t/4TLly+vWrVKJBJ92JHRACxY\nsGDZsmXnzp2Ty+UzZ87kcDiOjo779u377LPPKBGErl27fv/999HR0TKZLCAggMvlBgUFjRs3\nDu0gEokOHDjQs2dPdML6+vpJXTr/6DfAUEf72pgRX3V1OvQiA9VPlDWJp7g49bSysLW1vXfv\nHnLU2dnZMZnMdu3alZSUQIsKUkVFRUxMzPfff19UVNTQ0DB37tz79+9PmTKFyWQiGTz0dUL5\nuFStGM1foqioiFpmfzje8SdP89FpS9kybdCwKygooF4TBEH9riQSSV1dHUEQCoWCwWAwmUyU\nNDN8+HBtbW29FocchVAq/czW6uro4TIV0axUSpVKY46Oma6uNpN5Pb9IThAAwMRxVkvdwzfd\nXY4P908sLgUAFot18+bNuLg4JIUAAG5ubuPGjfvpp59sbW15PN7nn38+ePBgJGiH5mWSJM3M\nzDAMY7PZdDS2LUHV0n/xxRcCgeDWrVt/vr9EIhk/fvzatWsPHDjQKgP8T2Nqarpu3TpdXV1j\nY+NVq1ZJJJLMzMyzZ8/GxsZSFjlBENu3bx85ciSfz3d2dm5oaBg9evSmTZvmzZs3YsSIc+fO\nAUBwcDA6YX19fW1z8+Rrt7YlPL+SVzi8kx2GYYRajQGQJBmZkSOSyiQSyalTp1DooKKiQqVS\nZWRkIEnk5ubmQ4cO3bp1a/bs2du3b3dzc0OZuABga2tbXl4+f/58DMNQoFahUGzdupVKFaJ5\nd0QikYuLi4eHx507d/7eGZCr9c898ZcvX+bz+RMnTvx7l6BpHf653Mm5c+dOnTr1/kb0T2lr\nhl1JSQmKqCIoKRMXF5cZM2agjSqViiAIExMTNpsdFhb26NEjXV3dsLAwzfOgKKuSUGOACbTZ\nADDRuXPmjEnFIVO7GBkAAJvBcDQyGNze9tKoYbt8+x8I8Nnu0/dlda1KrQaABQsWWFlZzZo1\nC6U86+npHTt27PTp02fPns3NzW1oaEApOwAQGRl55swZ1E9MqVSi75am7h3Nvx30mRIEcffu\n3ebmZs0uUr8Lh8Pp06ePnp5e7969W2WANJCSktLc3JydnT106FBDQ0McxwMDA/v168dkMnV0\ndLy9vdFuKK+uuLi4c+fOa9asiYiIOHz4sJ2dHQA4OjoaGBhgGKbP1bXS0+tjZcFmMJyNDQe3\nt9HVYkJLH0IlQeQK66qrq9u1a2dkZLRp06Zdu3ax2WwGg2FiYtK5c+ddu3bhOL5kyRI3Nzcm\nk1lfX//gwQNkQ8TExHTs2NHBwSE0NJTBYMyZM8fd3V1HR+f06dOaq1mad4F6iv/tHIl3sQbi\n4+OlUunNmzfbkjeo7fEPP53U1NSxY8dOmDBBs+vMx6WtGXY2NjZ+fn4mJiZHjhzJzc2lxIrl\ncrlIJIqOjl67dq2joyMAVFRUNDc3X716VSQSCYXC3r17Hzt2zN7eHu1PAnQ2NHhSXmm374g2\nk3EgwHeArfXyB08W3X3U0UAAACpSXShqiCkoGncpZt7tB5EZ2bEFxdYG+ig6ExER0aVLlytX\nrvTq1QsADA0N0Wnj4uKMjY29vb1Hjhzp5eUlFotv3bqlq6vr6uoKAEKh0M3N7fz585T6CU0b\ngGoYdfr06WXLlr1LyfPNmzeFQqFmtijNB2XixIkbN26Miop6/fq1UCgMCQlhs9kDBw5UqVRS\nqfTZs2e2trZsNhsJTFKta9q1a8fn8wFg1apV33zzzZ49e0iSrBc33ywqkROEnCB+SEp1OXhy\numtXG57eFw4dV/bpuc9/YIBdOztraxzHu3Tp4ujoOHLkSKSlUl1dnZ2dPWTIkG+++ebRo0da\nWlq//PKLj48PldONTJDXr1/fvHlTKpWePn3awsJCKpXGx8cfOXLkY926fykGBgapqakJCQmD\nBg36e2dAs/Sfz9ULFixYunTp2bNn21JiPs0bWFpa8vl8Lpfbrl27jz2WX2lrVbGohA29Pn78\nOBUJzcnJmT9/vlQqXbRoUX5+PtIHxjBs2rRp7u7uhoaGBEGw2ezAwMBdu3bp6ur2srd7kZtH\nkiQJUCmWXM0rvJZfiE6FqigINUkAwcDxBrkCAB6Wlj8sLQcANputq6uLEmUiIyPd3NxYLFZx\ncTE1wsbGxl9++WXIkCEdO3YEgJMnT549e1YmkyFtFD8/v8DAwFa7XTStib+/v7+//zvurNll\nmOaD0tjYWFdXt2TJEgDYvHkzAAgEAn19/dmzZ+/atau+vp7FYqEEuJqaGl9f34ULFwYEBPTt\n23fx4sU4jtfV1a1duxZauoTpsVg9LUzjX5XfhJLqZkmDXJFUWZX77WR0rQelZYH27R9IlDEp\nqWKxmCCI4cOHCwSCmpoaajAAYGBgMGvWLGNj46tXryI1OwBwdHTU19fv3bu3h4dHWFhYamrq\n1atXHRwcBALB+PHjW/uu/fuxs7ND3ta/x7vYaubm5uvXr//bl6BpHf5hSzFjY+Py8nKSJClF\njo9OWzPsEAqFIjIyEsdxfX19tVpNEERzc7OHh0dISAgS82SxWHK5nCRJpE1KHThw4EAAYLPZ\nTUytDgK+thajSixRqtW2fJ6VHlcok6nU6uEd28eXVWTUCAmSJJDiMYAumyWWK9Cl5S1ixQCQ\nnJyMwqwIJJ4HAMXFxSdPnlSr1dHR0WjLlClTOnXqNHTo0OjoaF9f37dz/mj+1byXWMzTp08P\nHz48ffp0OgvzfSGTyTp16lRVVRUVFaVSqZhM5vTp0zdt2oRhmIGBgb29fVJSUufOnZlMJkEQ\nKNf+3Llzr169ysvLGz58eFFRUc+ePb/88kuUBKJUKtVMJknCqM4df3z+okGusNTjxpeVt4s4\n/HTSWDaTGXT+qlSlGuzsZGxs7ODgMG/evNevX0+dOrW6uvrKlStIIAkA1Gp1WFhYQkLC7t27\n58yZc/HixYCAgJycnIcPH44bN666urpTp07a2toymSwvL4/P5xNvqS/R0ND8Jf6JV1VXV/c9\njuSf0zYNu0OHDs2aNYvNZm/atGn+/Ploo7a2NkpzxjBMLpcjG6uoqAi9i7o0Llu2rH///hs3\nbkzLyJDJZABgoadb0dR8Mj2rQS634fMypk/EAJg4Hp1bsOVpUsrragDAMQxZdfDb5zfyCx49\nejQ5OXnz5s04jpuZmSEnYmNjo5ub24wZM2bOnIl6eB87dqympsbY2LimpmbKlCmHDx9uvftF\n8yF5j+k1YWFh9+/fz8vLu3fv3vs6538cqVSKnGRjxowxMTGpqqp68OABh8PZtWsXtJTMFxQU\n5OTkMBiMESNGPH78uLq6WldXt2PHjt7e3o2NjTwer7GxEVUzYBhWL5X2OHLq7OdDeSwWk4Hj\nGEaS8FrcfK2gaIhdeyset7i+sbOhgZAt3bNnj5WV1aZNm3bv3m1kZGRoaNjY2BgUFMTj8YYM\nGfLdd98BwOXLl319fcvKyk6fPh0YGGhiYoK0kHJzc9GKUa1Wi0SiJ0+edO3a9SPeRhoamk+H\nNmjYdevWLTs7GwCUSmV0dDTaaG1tPXfuXNSAlclkKpVKgiBYLBaO4wRBtGvXjs1m+/v7T5s2\nraGhAZl0vWysOvL0FvZ0dz10EnUMK2tsEuzcByQs8HQDgJTX1b7trWslstSqX8MoGIbhOK6j\no6Ovr19WVubo6JiZmXn8+PFVq1bV1tYeOnSIzWbjOI5yZVQq1YEDB9AharUaxWLQv0gilYbm\nDUaNGvXy5csvv/zyYw+k7SAQCAIDA6OiokiSNDIyQnYeEiIBABSBra+vnzt37unTpzds2DB0\n6FA2my0UCmNjY5EsMGoSiEpcUZtXkUw+POpy0tTxxjqcX8org85fAYD5cQ++u3lvXX/vqd26\nPKtvepyRN3PmzLS0NGNjYwzDamtr0UWjoqK4XO6NGze6d+9eWVl59+7dJ0+eAIBYLD5z5gzq\nQI3Ghq67bNkyJpNJ1eTS0NDQtLXiiZSUlLS0NDTJ9uvXz8TEBAACAgIyMjKQtYTjONVUm8Fg\nrFmzhsvlVlZW5uTkHD58uLi4WCQS4TjO4XA6mpuFuHebEXvbls/roM8HADVJqgi1Sq3ekZiM\n2lHggHcyEAy0tfZpZ7PBp7+zs/PgwYPPnz8/e/bsrKwsVPoqEok8PT3RRQsLC9VqtWZjUJVK\nhbZQEndot1a7YzStA0mS+fn5Hh4eqPP03yMkJKS2tvabb755jwP7jyORSK5duwYAbDZ7xIgR\nubm5kZGRP/zwAwA8efKEx+Oh3Xx8fI4ePdqpU6eRI0cKhUIGg9G9e/fo6GgnJydvb28jI6Nf\n/WcEMcutGwAQarLbwZPtIw5ztH5dPCvVagA4mJoeejfegs0CAOS8r6mpoXy66HLNzc3l5eU4\njqP4jkwmQ/VeAICq7Hk8Xvv27UNCQiIiItatW7d69epPLRJEQ0PzEWlrhp2rq6u9vb2+vv6d\nO3fu3bt36tSpyZMn37hxo2fPnt27d+dyuW5ubhKJpFOnTgAglUo5HI5YLJbL5R4eHpSUvFqt\nlkqlJxKSvI6fSax4XdLQiPRFAYCB4ziGqdRqkUyGFOzOZeXeLXm14TPvrlYWJSUlsbGxQ4cO\nXbx48ebNm7dv337t2rUff/zxjUEOGjQIVU4MGjQI5cgrlUpk7eE4bmVlRfeKbZNcu3YtKSnp\nwIED1dXVZ86cQYkBNB8XDofTq1cvJPy7b98+BoMxbty4L7/80szMrG/fviUlJYaGhufOnTt3\n7tyUKVM6dOiACueZTCaGYVevXs3MzHzw4IGZmZlUKmUwGD3s2h98kQ4ABEkSalKiVJ7JzKGu\npcXAixsaT6ZnVdY3sHHcw8PDzc0NAIyNjUNCQvr379/Y2Ojr67tjx47Jkyf36NGjubmZx+M9\nfvw4KCgIAPh8fmpq6g8//LB7924DAwMzM7Pu3bt/pNtG85+gsbExNDTU3t5eW1vbzs5u4sSJ\nSG2RgiTJiIiI3r1783g8b2/vvXv30sIunwJtLRSbkpKCiiFMTU2PHDly/PjxoqIikiRzc3Nd\nXV2rq6uTkpKQI83U1HTixIkzZsxobm4ODw+vrq5GC3dEi0YRuJgYfWZjdT4nv6JJDABqtfrz\nzvbPKqpeNTYpCOJWUQmHyVSR6i8uXPu2f29knKFEZlNTUw6HM3To0JycnAULFvTq1ev8+fPX\nr18XCASRkZFjxozJy8urrq5GgRVkSqIXYrHYy8vrI9w7mg/M2LFjHz9+7ObmVlRUNG7cOAAw\nMjJC9To0H5Fr164lJCQEBASIRCInJ6f09HRNEem6ujqRSIR+nkqlErUDkcvlycnJI0eO1NfX\nb2xsRNqZBEEk5uahLtLqlsfb4RcZ47o4xOQXNcgVQ+3aS1UqHSbTy9LMUdSYJhT269cvOTm5\nX79+cXFxqBP53bt3Gxoa4uLikHCumZmZp6dnx44dcRyPjY11dXWVSqWobOL58+crVqxIT0/v\n0qVLq98zmrZPU1NT796909PTraysRo4cWVJScvLkyUuXLiUlJTk4OKB9Zs2atX//fktLy8GD\nB//yyy+zZ89OS0v76aefPu7Iadqax44Knfz8888zZ868f/8+aiPGYrEiIyN1dHRKS0vRDlVV\nVfX19bdv346Kimpubi4pKUH5NBQoNppbJ9oysG/kcH8cwwCABGiUKnS1tKj6GYlKpSDUZU3i\nvY+eCoXCESNGUOe/fPlyc3Pz7Nmzd+zYQbUt8vf3j4qK+umnn/bu3RsREcHlco2MjKytranr\n1tfXR0VFfdC7RNP6YBhmbm4eFRUVFhZmbW3N5XL19PQ0P3eaj0JmZqapqemUKVOQVEFNTc2d\nO3cOHz48Y8YMVCVHkmR0dPSJEyd0dXW1tLSQBimO415eXsOGDauvr9dUuFWoCD2WlhaO2/J5\nxhwdPRars6HBABsrLQZjVd9eZ4KGXB41/EzQED0Wqxufp1arg4KCSktLnZyckFUHAGq1+tmz\nZ+3bty8oKMjLy0tJSQGAS5cu6evrJycnU/Yl2hnDMFqamOYDERERkZ6e/vnnnxcVFZ06derx\n48fHjh0Ti8VUKkhWVtb+/fs9PDzy8/PPnz+fn5/fo0ePn3/+mS7t+viQnzbI++Xt7f3uhzx6\n9EjzP6itrY1eWFtbkySZkZFBtfR+A1NT0z179pw7d27Hjh3m5ubowO6mxvcmjAIABoYxMMzT\nwozdokiJYZgeizXOqTP6ExmC/fr143K5xsbGSK9EW1t72rRpADB69GjqQkwmUygUkiR57969\nZcuWlZWVeXp6gka59aFDhz7UDf1vgGFYz549P/YofiUlJcXd3X3x4sWaGxsbG5uamj7WkNow\nFy9eBIBNmza94/7UIio2Nhb95FGfgLy8PCrtdfv27ZTGOAA4OTmhXLchQ4YAgEAgeNvF/sPg\nAc2LvqtfMEuy6Dt7gT7auGlA7342lmMdO0lDZ8d/PdHd3X3z5s1SqRQ1kmYwGJqCC3Z2dmiE\nVEMqVPsFAJpyWS4uLqhjTZvnypUrALBu3bqPPZBfOXTokLu7+4MHDz72QD4UKE8AKbRReHt7\nYxiG5q5Zs2YBgOYdQG11Jk2a9Odnvn79OgCsWbPmQwz7b3DkyBF3d/d79+597IG8N9qaxw4A\nevToYW1tzWKxMAzj8/moxBUA6urqSJI8ffp0TU2NZqWCQCBAIVQjI6PMzMyuXbuSJFlZWSmT\nyab38mhSKpc/eAIAbCYjeeqEjgJ9OUEg792cHq6Vc6bvHNTPlq8HABiGaWlpPXr0SCwWU3Kj\nMpksLS0tPj5+9+7dlDSdSqWaMWPGoUOHxowZs379+jFjxmRkZCBtFACwtbWlyx4/TTZv3hwS\nEvJXe66jp/UbIkl6enqfjprlf5kRI0bs3r0wQ0usAAAgAElEQVQ7KipKX18fzRWVlZVFRUVF\nRUXIFRcQEGBkZIQU5nAc5/P5xcXFSAYFZX3o6OikpKRQn69/h3Y/DB4wqasjA8PkBNH7xLl8\nUT16a/mDXx6Wlp/Nys2sFbro83QYjMePHz98+BDNDP7+/mRLANfJyWn79u2vX78mCCImJgYA\nOBwOeo4CAGp3gUhLS0NlszQ075fi4mJzc3MLCwvNjTY2NiRJIpmwuLg4Pp9PNdwDAC8vLz6f\n//Tp09YeK81vaWs5dgBQUFBQXl6OJmWxWBweHp6UlHTz5k1/f/8hQ4Ygfx6PxxMIBHZ2dm5u\nblu2bEEHZmdnZ2RkVFRUoPAHjuPFDU35dfX5dfVng4Y0KZRz4+6jPVECTa1EysRxfTZ7oK31\nkbRMDMNQiERHR0epVM6cOXPnzp1KpTI7O7tPnz7dunXLzc0tLCwcNGiQQqG4cOHChQsX/Pz8\n4uLiqHkZSeu5ublRWvM0nw7FxcWoOUGPHj2mTJnyVw+newp9mmhpac2ZM4cgCKQbh2FYWlra\n5MmTP//8c1dX15qamtjY2NjYWLSzmZlZRUUFtEhUovhpz549KVklG57eXr8BVnrc8PgEkUxu\nxNFGUpcIFxMjO32+GVe3i5HhL+WV1aUl5TU1gYGBaN6gWuZoaWnl5eXFxsYGBQWhNaq9vf3O\nnTuRugq0iCIxGAwbGxtnZ2fNJysNzfvizp07bzyJ1Gr1vXv3MAxDOSSVlZVIu5vaQUtLy97e\nXlPzn+aj0AYNu4iICCrrxd7eftKkSRcvXpTJZCUlJUg4HgCUSmW3bt08PT2pxk16enpNTU0s\nFkupVKLCH7VaHV9QCADBzo4jOtn1OXEuqbIKAHAMU5OkPptd1iSubpaczco9kpYJLVqm0KIv\ntX379kGDBj1//rx9+/aJiYlisdjExMTMzOzx48erVq2Kj4/39PScPn36zZs30VFdu3YtLCxs\nbm5GEi00nxo2NjYBAQElJSW+vr5/6UDapPvEiYyMnDFjxsCBAzkczsCBA1EDwOzs7KysrDf2\nRFYd/FZ0Ojo62tzcXEtLq7S0tLSxKSa/yNvKYv2TRABY08+LgeOoP00Hfd7jSWMxgOpmyeJ7\n8TcLi3OFIgzDtLW1kWGHvicMBoPL5YpEop9//hkAqDXqsGHDkGYyACgUCgaDoaOjU1RU1KdP\nn7S0NBQ1o6F5j6AO5hRqtXrhwoVVVVWoZkgsFovFYgMDgzeOMjAwaGhokEqlmi2XampqqMUP\nAKBiI5oPRxs07JACO4fDYTAYOTk5oaGhvr6+HA5n0aJF27dvz8jIGD16NIZh+/fvv3TpEoPB\nYLFY7du3nzRp0q5du77//ntHR8c7d+4gbTkk8t7N1BgAnIwMkGGH3HX1cvmD0rI7xa9KG5o0\nr66jo4MMO4Ig0BK8pqaGwWA0NTXl5uZ27tw5PDz8ypUrXC43KCiICsZ16tTJ3d3dwcHhyZMn\nVPkFzScFjuMoKPYuEATx593BaT4Rnj59unTpUolEkpGR8fz5c6QY5+PjIxaLnZycrKysEhIS\nmpqajIyMqqurTU1NGQxG//79s7OzkV8ftZ2orKwc0N11iJF+ZVPz8I4ddiQmG3N0dLW0qsQS\nB0OD4vp6DMOWevdEBv7mp0k/Pn+Brk6SpIODQ2pqKgDY2NgUFhYSBIEKb9VqNXIi7t27F+1c\nXV0NAEjPnCAIHo+nUqlOnjx54sSJY8eOTZo0qdVvHs1/hdevX8+ZMycqKsrS0nLPnj0AgJIT\n3m59ibbU1NTY2NhQG4uLiz999U2yDQm1tMEcuxkzZjx69Ki4uHjUqFG6uroPHz7cunWrv7//\niBEjHj58KBQK9+/fP2fOHHNzcwAgCILD4WRmZj579qympmbx4sVGRkYSiUSpVKJFMAPHJzp3\nBoBRDh2ZOI6y69AELdBm+7a3Pp+TBwAsJhMtuAUCwdtDIgiiurrayclp3759cXFxAKBSqb79\n9tuAgAC0Q25u7tGjRx89epSVlUVtpPmX8uLFCxMTk/79+2vWS9J8mqxfvx5VyisUCmdnZ7Tx\nzp07CQkJmZmZFhYWPB5PrVYbGBhcu3ZNLpdXVFRUVFSgiig+n79t2zZtbW0WizXUxnKXb/+z\nnw8RK5V7klJrJNLihsaI5BeZNbUSpapZoRzesQM6+ekMTWU7RlpaGnpdWFio6dzl8/klJSX7\n9+9HK4TFixdLJBLQcAAj9yF6Gr1R0U9D874gSTIiIsLBwSEqKqpPnz6PHz+2tLSElifd2wnH\nTU1NAIDqgSjs7OzOaRAWFvahh7127dpOnTohzaD/FzRR04bdJw2O43369DE2Nj58+PC6deuQ\n/+zQoUOaX0FHR0c0NQOAi4sLjuN1dXXoz6CgIPR65MiRFhYWmwYP1GezFQQx9lKMSq1Wk+RA\nW2v0+atI0ojD4bFZANCxnS3KaK6urj579ix18ilTpty7dw9NzSRJLly40NPTU09PD6Vpo+8T\nNVNXVVXRaadtgKdPn9bV1T18+JCqoaH5ZAkODkY/z9raWoIgbG1tk5KSXF1d0a/y2LFjKDEj\nOzs7MDCwvr4eAAYPHjxz5kwvL6/GxsYZM2bIZDKFQnHmWbKcIHYnpRxOy7Th6b0RfmczGDpa\nTAAgSFLakrNhqKOjUqvVajVVuU+SpLe3NxqPWq2+evWqSqUiCOLcuXMbN25EyUyaES70KMJx\nfPz48R/6RtH8BxEKhYGBgSEhIdra2gcPHrx//76trS16S09PT1tbG3mXNRGJRBwO5w1PnoGB\nwWgN+vTp86FHfuDAgby8vFOnTn3oC32atEHDjqK+vn7+/PloLi4uLqaUohBffPHFkiVLtmzZ\ngsRIx4wZg2bM2tpaExOTXr16ubi4mJub83h6AIBjGLOlkFapVqPXGICaJJsVSgB4LapHcVUO\nh9OuXbt9+/ZNnTrV19d35cqVn3322fbt2wEAwzCpVKppXzKZTFNTUzQ7MxiMzz//3MvLqy2t\nG9owixYtGjBgQGZm5ttvjR8/fvny5adOnTI1NW39gdH8JcaOHTtr1ixdXV25XA4AZmZmrq6u\niYmJ6F30Y6RsqU6dOk2bNu37778nCCIzM1Pzp5pUUfnlpZjFd+N3JDwvbWx640c8tVsXLRwH\ngJ2Jyciw02ezhVIpSZI4jqMWiIiCggJUpN/U1DRp0iQej6ejo8Pj8aRSaU5ODmj4SDAMQw9I\ntVpNdzGhee9IpdLAwMCYmJjAwMCcnJxp06ZpppdgGGZhYZGfn48kyRAEQRQWFlpYWHz0xOKd\nO3eOHTt24cKF77LzRx/te6dtGnYPHz48ffo0l8udMGEC1UVRR0ensbFxwoQJCxcu3LRpU/fu\n3Tdt2hQaGjpw4ECxWHzr1i2pVKqlpYW8aAkJCQsWLGhqaioUSwCAieNJU8d5W1oAQI5QFOrl\n3s/G6tSIIYRaLVGpAEAoFA4dOnTdunVsNrtnz54ODg46OjoVFRUzZswgCGLu3LkZGRmTJ0/2\n9PRcunRp165dGQxG+/btv/vuuzt37qBiN4IgoqOjrays+Hw+kvmh+WRpaGjYtm3b/fv3z549\n+/a7enp64eHhqLcE/IHcCc0nAuoMS1X2JSQkjBgx4ujRo/3796dEkcLCwpCNXlRUFB4ePmDA\nAB6P5+LiMn/+/MGDB6NP1svSQqxQUqfFMUyLgQOAFo7rajF1tbSSq6qPvMgIf5yINtbL5WhP\ntVqtaSBWVVWhkGu/fv0iIiKam5ulUunYsWN9fHyuXr2K9tHR0eFwOCRJlpSU6OrqGhsbf/XV\nVx/4PtH859i4cePTp0/nzZt3+fLlN0KriGHDhtXV1T1//pzakpSUVFdXFxgY2IrD/H3GjBlz\n5swZJyend9kZ/YQ1RdD+7bTB4omqqio/Pz+ZTCaVSk+ePJmcnOzu7g4AMpns7NmzyDeLsgQQ\nT548OXPmzPLly1FCXnl5OYfDkUgkL168YDAYhWa/Ol2qm6UTu3aWqJSpVTVPyipvffk52n5p\n1LBBp6MJAKFQaGlpiWpji4qKUIvYzMzMnJwcsVg8adKknJwcT0/P4cOHDxs2rLGx8bvvvtu1\na1d2dnZwcPCZM2dev34NAI2NjQCwfPnyoUOHtupdo/kr8Pn8ZcuWJSUlvUsIDM0XbWnWaEs8\nfPgQABobGzt06FBWVqZQKK5fv06trNhsdmhoaHJyclVVFQAolcqFCxcifaJHjx7169cP+fu/\n7OJowGah4iqEDpOpItUAoFSrlWr1toTnh19k1LVoalJ2HCqxpww7pKJibm4eGBg4bty4Pn36\noLcaGho0kzSkUimKDyBdiebmZk1lOxqafw5BEIcOHRIIBOvWrfujuWvy5Mm7d+9esWJFTEwM\ng8FQqVTLly8HgKlTp7buYGnepA0adjweD+kSI60dNze3hIQEgiAiIyO3b9+O2iyyWCxoqS8D\nAAMDg27dug0YMODx48csFktPT8/e3h6lTr+SylQkqSSIwHOXGuQKD3NTI47O89fVAyPPHxw6\nqIM+39PcbLG/78/PX5w/f/78+fMAsGDBgh07dgBA586dg4ODnZycunbtisIoqampRUVF1tbW\nfD4fxXeePHmCimcxDFu6dOnLly8fP35MKZHSfLKsW7fuHfekPXafMqgJIUmSHTp0WL16tWZt\nqUAgcHR0VCqVly5dQls4HM6qVauysrJevnzJYrHQjxoA0qur02uEAMBjsxrlCgBoVirfuJC2\nhtyXCiXXAhjoaNdKpADA5/Pnzp27Y8cOiURSX1//888/HzlyhFJQ0kRXV7e5uVksFhsZGdXW\n1mIY5u/vT8UlaGjeC6WlpRUVFXw+38fH5+13kcSPq6vrhAkTIiMje/Xq1adPn/v376empn71\n1VdImOJfR1tKgmqDXgQdHZ2CgoLKyspBgwahj8rT09PLywtVn3Xt2nXRokUockEVLa5bt47L\n5c6cObO0tFShUFRVVaWlpalUqqFDhyrV6lcSWZ1Mhuphn1VW1UqkTXLFk/LKyPRsdPgrqZzB\nYKBlja6uLo7jo0aNAoDs7GzUa4iqzFAoFF999ZWBgcG9e/d+/PHHJ0+e2NnZobdIkjx79uyY\nMWNqa2unT5/eijeM5sNCG3afMkuXLkW1C7m5uRYWFn5+fpo6hU+ePNm6dSt6zeFw5s2bt3z5\nctTVSiaTZWRkoF+9u5mprpYWAPSxsvBtZ/N714FKsdiE82uRBI5hk5wdSYBaiZTL0mLiuEAg\n2Lx5s1gsVqvVqN7rd606AOjQoYObm5uvr++yZcu0tbVJkrxx40ZhYeF7uyM0NABIzbGhoSHh\n95C3JBIcOXIkPDy8trb2xx9/bGxs3LBhw8GDB1tnhBs3bvTz88vLy/vnp0J2Am3Yfero6uqa\nmZmtXr1aIBAgFaiysrK9e/d6enomJSVt3br1wIEDlKa2h4dHenq6UqkkCALHcRcXF29vb319\nfQcHB7Ty2Pgk0eXnkyKZXJvJ1GLgGACbwbAX6I/r4oDOUCyWSCQStVptaGhoYGCwbds25LoD\ngKdPny5btgzlOFtZWUVFRaWmpjY1NUVHRw8YMODixYv37t07efLkwIEDzczM8vPzg4ODkXgV\nTZuBNuw+ZQQCQVBQEAA0NTUFBQXdvHmTUiEWiUQMBoPP56PPTiKRbNy48fz588HBwSgxLisr\nS61WD2hvvT/AZ2FPdxaDYS/QdzE1+t0LkQD6OjqoDMtEl1PU0IgBMDBMrFCq1GqSJP8onEoF\nwpCa+suXL5OTk2/fvj1//nxUXE+SJPWgpaF5LwwYMOBPWpG2a9cO7aalpbV8+fKioiKFQlFQ\nUBAWFqbZiOLDIZfLly5deuvWraNHj/7zs9GG3b+Jy5cvNzQ0bNmy5auvvrK2th4/fnxycjL6\n8CorK1GGsq+v7+nTp2fOnMnlcjkcjrGxMeq9uHHjxpSUlGvXrmVkZBxPSUOBFVdTYyWhJgHk\nBFEgqkcxFJFC2ahS9ejRo2PHjkKh8NWrV5oZCWvWrNmwYQPqeFFWVnbkyBFjY+NZs2bp6+s/\nfvx427ZtCoVi2bJlDx48mDt3LqqGO3jwIF3j1pZoS/NFm2T37t3Tp08XiURisRjDMM3yeZIk\nUY9pVA+IHlqo0J7FYqFfel2zrN/Jc+sfJygI4mRGdkaNEACYGMZl/drVph2fBwAMHHM3NVGT\nJKFWvxY3P3pVTgIQJOlkaAAAJSUlTk5Od+/eRZOAJlRga8KECW/3F3Z3d09JSUG6yjQ0/xHY\nbPbKlSv79u0bHBz8z8/W9tbebdmwQ36yV69eHT9+HADy8/NRdIOaHF1dXY8ePcpms/fs2SMW\ni0mSRCnSAHD9+vXbt2/HxMTIWvKdASD5dfXmAX2seFwcw0gAn1MXShubSpolAODv7//ixa9q\n8ijCu3btWgBAQgaoMILD4cTExBQWFrJYrK+//jowMHD9+vVMJrO6uho1Kti2bZuFhYVcLo+I\niGile0Tz4UGGHS1W/MliYmIyZMgQ9JokSc0YKPWpIU0HpUbmnJ2dXfv27XEMe1Fd86yiiiBJ\nDMPqpLK4olIA8La2aG4pkq0QNwOAvb7+6cwc0KicQOSJ6tGL8vJyPp9P+d5Q8h8ALFu2rHPn\nzra2tgRBWFtbv5FO9/z5c7rHCc1/kDVr1jx8+PC9LGlow+7fwfz5842NjalWPBiGbd68+cSJ\nE1ZWVgMGDCgvL7ezszM2NtbV1bWysrp06VKnTp14PN7YsWOdnZ3RFH/9+nV3d3fUFIXJYAyw\ntbbm6Y1zcpjr0T3/2ylfdXUCAIIkq5qby2VyALCxsdHR0bGysqLGYGBgQDmlpVLp119/LZFI\nUDBl165dx48fHz9+vLe3N4/HQ/7k9PT02bNnW1hYDB06dOXKla17w2ho/rusWbPm888//6tH\nvXr1qra2Vq3hjg3t2cOcq2vL5wFAfGk59YaCIDCAlf16oT8xDEMJu12NDL/q6qhssR2Li4v3\n7t3r4+NjamrK4XBQgTwAXL9+PTs729TU9MSJE1lZWSgDj2pyDS3NnWhoaP4Jbcmwa4NVseHh\n4Xv27KGW2gYGBmw2293d3cfHZ9iwYQAgEolKS0uVSiVSzb506VJWVlZ5ebmjo2Nzc3NZWZm/\nv//QoUOjo6MdHR1LS0t1tLVjxwZpXmKf/8BhHdurSfAwNztQUAoAqAJ35MiR+/fv9/PzW7du\n3c6dO6ml//r16728vKKiory9vWNjY1ks1ooVK9Bbw4cPj4+PX7duHcqwsbW1pfLzaFqHpqam\nmTNnmpmZbdu27UOcv+31q2ljREZGUq9ZLJamXDCO42FhYZs2bWIwGGw2G7VLotBh4A0afxIk\n8X3PHgvvPAAANQATx1Uts5AZV/fbmDs6TKZUpULqJo5GBjVS2bGXWQBgwtGplkiVSuXRo0dJ\nkgwICFCpVHFxcVwu18TEBGmv8Hg8Npstl8vRF0nTdxgUFFRQUGBoaPj+bw0NDc2/kDZo2EVG\nRqrVahsbm2+//ZbL5a5YsaKysnL06NEzZ84MDw9vampav369nZ1dTU0NjuM1NTXu7u44jsvl\n8ubmZgCor6+3s7O7ceMGmk9tbGwMDQ2bVCq93+aEDrFrj15USGUAYGxs3LNnz5cvXyoUiqSk\nJBcXl8WLF0dFRTU3N7PZ7IkTJ1pZWQmFQgaDUVZWlp+fP3DgQDRBP378uK6ubvPmzQUFBcHB\nwa6urq19v/7zxMTEoEf7Xy3UV6vVW7Zs0dHRmTt37v+7M23YfbKEhoZ+8803yP4ODg5GapR3\n7txJTExUq9UnTpzo06fPgwcPkC2FNJLe7iIDANsSkqnXWIumCaJS3Py/tzAgSciqreNo/Tql\nHAgYNOFKjESpwnGcIIi4uDi0JkQ6/gDg5uZ29erVjh07lpeXu7m5IUlYJHoHABKJBLnxaGho\naKBNhmJ379791VdfXb582d/fPy0tbcSIEQAgEok2bNhw+/bto0ePbt++PTs7+5dffomNje3Y\nsWNERMSlS5fs7e1v376NSmW5XC4SugOArl274jh+9GV2yM17SZVVs27eXXT3UUTyi6TKqu/v\nPHz+uvq1TI7jeGNjY2JiIppeKysrc3Nzy8rKkKXo4eGBQrQoFcbKysrFxQWd//PPP0dew5KS\nkh07dri6ulLXpWk1Bg4c2Lt371GjRnXp0uUvHXj//v2wsLB58+YlJCR8oLHRfGiqqqpmz55N\nOfhfvXoVGhpqY2ODuophGFZaWvrgwQMcxzVzJUmS1Oyk9AYCbW0HQ4O3t6NYD2XhS5S/evS3\nJiRZ6nEBgMlk8ng8KgmYircmJyfv3r0bueuQbBMSOkF5eKjq65/eCBoamrZCG/TYDRo0aNeu\nXePGjbO0tEQNuwwMDKRSqbGxsbu7O1XyVlpaev78eaSCs2HDhqCgoM8++8zMzKywsLBDhw6e\nnp4eHh4zZsw4efLkzp07V6WlSZTK9JrahIrX6HAnI8PMWuGT8krj9h0MDQ0tLS3d3d3RSprP\n51tYWKDe4QDQsWPH6urqtLQ0mUyGeq0YGBjExsbGxMTEx8dTT5TQ0FATExO6NVDrY2xsHB8f\n/zcO7Nq1q7W1NZvNfsfGNTSfIOiHSf0ZFxfn5uZWUFAAAAwGg7Le0O903LhxFy9e/H+1RUQy\nmUjjnBQkSdry9Uoamt7Y/qSsor0+D8NALpfL5XJra2uBQODr63v16lUq0+7ixYsBAQHHjx9H\njkM0ZhQaposnaGhoNGmDhl1ZWRnq5dCrVy9DQ8OGhgalUhkSErJz506RSISqEwQCgZeX16NH\nj9Ahenp6AMBgMFJSUsrKylQqVbdu3QBgwIABN27cKCkp0dHSMuFwShqatJkMFoOhJkm/DrYl\nDY1yFRGXkOju7r5gwYLnz5+j4MjUqVO5XK6Pj09cXFxkZOSRI0fOnDmDnHkxMTEBAQEA8PLl\nS5TR1a5duxUrVoSHh9fV1f1VjxHNx8XY2Li4uBjDsD/PuqVbin3KeHp6ohdcLpcgCKlUSkme\nvl3IbGdnR1l12Fv1rQDAwDDitzF3Qx1tgbZ2UX0DjmF2Av2i+obfPbao/lcDDsOwsrIykiSP\nHTumme2XkZGRmJioq6urVqstLS0lEklFRQVyIs6ePfttkRSaD82HS66Ij48PDw+fMGGCZh8U\nGpp3pw0+bGxsbLZu3RoSErJnz57Xr19PmjSpb9++U6ZMcXBwsLCw+OKLLzAMO3HiBIfDWb16\ndWxs7MaNGw8dOoSO5fF4Tk5OZWVl1Nnat28PADYC/VV9e75ubpapiIfBo0tCpm38rHflnOll\nYrFarX727NmJEydwHHdycnJycjI1NW1oaJBIJL6+vg4ODgCAHgY4ji9fvnzTpk0AQDkOra2t\np06dmp+f//r16x49erTyvaL5h+A4/v/WUrW9Wvq2BJ/P79u3r5mZ2a5du9DqC8dxQ0NDKoPN\n3Nyc6oC+ceNG6nN846nOYjAAwNnYqJupMVPDiHc2Nhpq354gSaVanS2skxPE28dqQra0jlUo\nFFRiBoZhKK+jublZKpW+evVqz5491CF0udVH4cOp2u7evfvWrVvLli1772em+Y/QBg07APj+\n++/37t2rp6d3/vz5Q4cOpaSk6OrqFhUVocBKQkJCaGhoeXk5APj7+y9ZsqRdu3ZHjx41NDTc\nvHlzY2Mjmii1tbWtra3nzJnj7Ow8oWePLzp3nOzitLaflxVPD6kVzL51v0Emp9bK7u7uixcv\nzszMXLJkiUAgsLCwEAqFTCZTS0tr9OjRLi4uarU6OTl59erVMpls9erVyIyrra0FAAaDgVrH\n0rQ9aI/dp0xycvKjR49ev369ZcsWtEWtVnO5XOrzqqysrK+vZzAYPB6PIAj0IMcwbJ6nm+Z5\nFAQBABm1wvSaWlQ2wcTxnhZm2wb2oXoPIjAALY0vAwYg0P59fxvlsXvDepDL5aNGjQoICDA3\nN2cymXSC3Ufhwy3Yvv76a3d390WLFr33M9P8R2iDoVhN0JTH5XKVSuWaNWsiIyNzc3Pr6uq2\nbt0qk8k0V70oGHrixAk9Pb0jR44wmcwHDx5YWlpWV1ez2ewGpUqfzd7v71Mpbm7/42EGhr2c\nPrGqWQIATCYTOeQGDRqE4ziXy0Vaxw0NDZWVlXfv3lUqlcXFxaj1HgD07t1bW1u7sLAwJydH\nIBBojoGmTUJ77D5l7O3t2Wy2QqGoqamhNpaUlLBYLM3yCIIgqHQ3Nps9pFvXDI39WQwGBoBh\nIFP9eogVj1vWKE6oeH2jqFTech4UgSUBkHadFo4r1WoSQCT7naQ9JpP5R+1iAQDDsNjYWORW\nvH//fkNDwx91JKP5QHy4X7Sfn5+fn98HOjnNf4E27kXw8fHJz89/+vTpZ599tmrVKpRrbGpq\nqqurq9nqu7i4GMkKYBjm5eVlYGDQt29fDw8PAEBRmPqW+rXSxqYmhaJeLi9tbBrj2BEDkEgk\nDAbDyMiopKQkODhYLBZ369bN1dU1Ojra2dl569atixYtGjJkCPVU8PX1zcvLCwkJaWpqEolE\nK1asWLt2bWVl5blz5+7duzd48OD30vyOhobmXeDxeMXFxTY2NqjHILWR8pY5OTkFBwcbGPyv\nylWlUvHV6riiEvQnBqAgCDlBUFYdAJQ1ik04HF0trfhX5U2U4w2gk4HAwUCA/lT+NodP57eC\nSm9bdTiOd+vWTUtLi8PhvBEHRDW8NDQ0f5u2pEjVBg278vJyd3d3Z2fnjIwMAJBKpS4uLsiu\nGj58uIuLi56enkAgePr0KZIaAYB27dp16NABACwtLauqqm7cuHH37t24uLihQ4cuWbKktLT0\n6vOU9JpaAOhpYXZ46KDjw/zczUyeVVaRLcIHUqmUkjl98eJFampqbm4uQRBFRUWTJk367rvv\nTExMAMDQ0DA0NHTnzp33799nsVja2tpPnz5dtWrVqFGjxo4dO23atLi4uLCwsI9y32ho/pvE\nx8eXlJQgvzvKqaWWYQDQv3//OXPmWNyW/5gAACAASURBVFpaUlsIgkgoLqH+fONpQDlyqiWS\nZqUSx34zx+bWibqbvRk5xTBgMRhSlQoAjDic343as9nsxMTEbt26+fj45ObmUl1ttLW17ezs\nevXq9Rf/0zStAUEQ9+/fr66u/tgDofmAaKqFfyK0QcNu/fr1ycnJGRkZq1atunLlSlpaWmNj\no0qlOn369KZNm06dOpWTk1NWVrZx48bVq1dTR4WHh6O2rQEBAZ6enpcuXfLz84uJidm5c2dN\nTU11fX2PI6cPpqYDwPguncc4dgKAFb172hsZ8vl81LICALS0tCjpgejo6AsXLgwbNszb2xvD\nsKCgIADgcDgMBmP48OHm5uZfffUVmp379OmDzL5u3bp5enrSObM0NK1Gbm7u2LFjqT+Lioo0\n38VxfN++fT179uzcubNm6C2rVshh/n4eC7Xub8fnuZgYhffzsuJxNXc4m5n71kGYoiVcWyuR\nMHAcADAMs7Ozo/YgCOL27dvHjx+/cePGlStXqPi+TCYrKCj4BB8tbZ536SgTERExYMCA3r17\n/4nqIc1HB306f+8zWrp0qZ6e3pYtW/bt29e9e/fo6Oj3Pbq/QxvMsfP39z948KBAILhw4cKF\nCxfi4+O3bt2qr68/Y8YMpVKZmZm5adOmffv2lZSUODs7o0Nevnz5+PFjlUqVnZ0NALq6ulRJ\nBBImRb/e9FrhtoTnXJbWt91dACA6N18okfKNjHr27JmVlQW/tdwbGhpmz54NANra2mw2e82a\nNfb29oMHD0YjzM3Nlcvlc+bMKS4u9vf3V6vVmZmZLi4uOI4XFBSQJEmnZLUZ2pKHv+1x5syZ\nt2VNqJJY6uEdFRX1xj4SlQoAUJcwtIWBYUPs2l/NL0R/ihVKHpvFwLGa5t+0hcB/K4nytkKK\nUqVCF+3Xr19TUxPy96hUqiVLlpiamnbv3j00NBRNNWiQzs7OmpFimtbkzydqehr/V4BMurfn\nAURdXZ2+vv4fVb/FxcXJ5fK7d++WlJRkZ2f/9NNPf6Px9HunDXrshg8fnpub27VrVyaTqa+v\nb2Nj8/333zs6OjY1NclkstOnTy9evLioqEgoFE6fPh0AXr586eLiEhERMXbsWKR3sGHDBj6f\nf+7cuZSUlBMnTtja2uro6HCYzKNpmcsfPJkX92DcpVgAiMzIEUkkQqFw5MiRZmZmlEw8i8Xy\n9/fPyspCM/Ly5cs5HI6ZmdmiRYtu377NZrO9vLxsbGwsLCy2b98+f/58Ho/H4/EqKipu3bpl\nZ2dnb28/derUj3f/aN4zH04WgeafQ/1sAYCSJEQf1h+Jw2k+rZFVh8rkCZK8WVRCvVcrlaZV\n1467FDvf022kg/08DzcAMOLoqEkSHYJUUYg//mJwuVwUGtbkwIEDbygkp6en/z2FbZp/wrsY\nbTNnznzw4MGTJ09oEelPmT+pb4uJiTE1NXV2dv6jSqZ9+/aFhobu3r17zZo1AQEBixcv/rBj\nfTfaoMcuOTl5xIgRSIvuwoUL1tbWAID+BYBly5Zpa2svWLBAX1+/oqJCR0dn+PDh6C2VStWh\nQ4fCwsK1a9cKhUJ0qunTp6PyCE0/bXRu/oPSstV9eo29dpPAGR4eHpWVlaamptXV1b169Tp5\n8qSVlZWzs3N+fr6Ojs748ePRUQRBHDx4UKFQPH36FG05deoUlaONZLRQDUdpaWkr3Cia1gFZ\nCe8xFnP+/PmZM2d+++234eHh7+uc/1l++eUX6nWPHj0aGhpyc3MNDAzq6uoAYOrUqYcPH9bc\nX5+jowVQI/mNE46BYchcU6nVTAZDrVbrsVn1MjkAZAvrqprNr+UXKgg1AIikMmTHqUlS/VuT\nzs3MJOV1NbWJw+EIhcKJEyeKxeKsrCzkTqiqqurUqdPbgVfNkl6a1uFdDDsGg9GvX79WGAzN\nPwGZ3b/rk8vOzlapVAUFBRKJBHXwe4MePXog5TIHB4cxY8Z86KG+I23QY3fy5ElKYdjHxyc0\nNBQAbGxs4uPjUSrbgwcPBg8e3Lt3b0tLy/DwcEqIxM/Pz8vLCwCQVcdms7lcbr9+/bS1tZFS\nqEBbe7rrr9HbiiaxnYAvEjc3NjZevnwZAObOndulS5fNmzc3NDQsXbp0w4YNgYGBR44cMTIy\nAgC1Wu3q6lpQUGBiYjJmzJiYmJjTp0/v2LHDzMwMnXDw4MFoT1dX12PHjrXa7aL50Lx3j921\na9dqa2upYh2afwLK08AwrH379tHR0V9++SUAIKtOLpdfunSJ2hM9yOslUk2rbohdOyaOU/Wt\napJUEgQJ0Cj/dcHWUaB/tcWqAwAPczPq2F6WZvoaCnb9rC2DOv0vqQ7H8VOnTs2ePTsjI0Mz\nSES56zR9jYaGhv/sNtDQ/HfBW7Ja337rm2+++eGHH+7cufO7Vt0ny3vz2HXo0OGNvGMAWLZs\n2bp169BrkiT37dsXGRn58uVLZ2fn8ePHh4SEfIgUhClTpqSnpyckJKDSNqpvWO/eve/fv//i\nxYu1a9dmZWXp6uqi7StWrGCxWCEhIQKBAOXYYRh28uTJ3r1729raxsbGHjt2bMeOHZYyyQBL\n84kujrEFxQq1WkYQprocE0NDBUGkpqY6OTkdPXp01KhR9vb2AwYMePjwoZ+fH+pshmhsbMzP\nz1cqlYsWLbKxsfHy8kJCKlpaWt99952Dg8PcuXPj4v6PvfMOayLr4vCZNELvKk1RQEBEQcQC\n1gWxIda1KwpW7F0U6yrqiq69glixdwQLoiiKCBYQsdE7SCcQUuf74675sgnEAKEY5318fJKZ\nO3dukmHm3HPP+Z1HANCqVStDQ0OZfy0EzYU0QdZ1wtvbm06njxs3TlYd/s6Ym5tPnTr10KFD\n2dnZBQUF//zzj/BeZOEhavwFY3LzeWKhOQJXHJVEUqJRv5WUkjAMBeoON2u/fYDDuYRPp+MT\nk0rKLLS1XmXnosbH33/A+f8/BYPBED+pra3tu3fvAIBOp+fl5Y0cOTIiIoJEItnZ2dX7GyAg\nIIBaDDtlZeWFCxc2/WAaiGwMOw6Hk5GRoaOjI5zGBQDCBoqXl9exY8cMDAxcXFyioqIWLVoU\nHx9/4sQJmQxAGGtr6wcPHnTu3DkxMREA3r59a2dnN2zYsMzMzOvXr1+8eHHFihXHjh2bM2cO\nl8udMGECn89HrjIAmDp1amhoqLOzs2D9tLy8vHXr1jweL/RrUujXJAsdzXsTRg04f3X+/fAy\nNltLV5dMJp89e7aqqsrNzS0/P3/SpEmDBw9+/fr14MGDw8PDO3fujFTsjxw5oqmpqaWl9eDB\ng7CwsAEDBnTr1q1169ZRUVEcDichISE0NPTgwYNXrlwRztEjkANk7rEzNzc/duyYrHoj0NTU\nBAA2mz1kyBAkdSk9wt47XSVF4bfKVCqbx4vL/w4AFBIJ5b1uiHi50K4rqjxRVMUs/NEeA2By\napUjFsBisVBYSHV1dUREREREBJlM3rFjh2CaSkBAUD/kKtMFlwXJyckAsHbt2toaIBvL3t6e\nyWTiOF5VVYWWpcPDwyX3jCKTHBwc6jSeioqKJ0+e/PXXX0pKSh07dgQARUVFVIVi6dKlwi2R\nwPehQ4dwHM/KyoqJiRHs4nK5J0+eBID+/fvb2NioKCio0Kgu7dsCAPr9dw8aoKSkBP+1X/v1\n64fjOIfD2b17NwC0adNGVVVVReX/egcDBgyAH3HZyAOso6Ojp6eHKn8TyAQMw3r27Nlkp+Ny\nuUlJSbXtjYuLs7Oz8/b2brLx/M7cuHEDAHbu3Cll+6KiIkF2/E9rhGAAZCnu/pjQ/wjhomFG\naqqtlGqtH6ggdZQ9urMBgKamJpfLbdRvVQJ8Pv/w4cMODg6qqqq9e/c+ePAgn8+XfEhZWdmq\nVatMTEwUFBQ6dOgwderUjIyMn57ozp07ALBt2zYZDbyhBAQE2NnZRURENPdAfj3u3bsHAFu2\nbGnugfxLYGCgnZ3dkydPmnsgMkM2MXbIsDM1Na2twaFDhwDAz8+PTqcDgKKi4p49ewCgkaos\n9OnTZ+DAgZqammVlZcHBwSNHjvTz8zt//vyqVassLS3nzZuHshNwHEcixomJiZWVldbW1vb2\n9kFBQdu2bTM1NaVSqaha36dPn75+/crD+Q8njcmvZAIADjCofdv+7dtpaGjQaLS5c+f2799/\n5MiRx48fNzExGT58eHFxMXo88Hi8iooKBoOhpqamrq4+fPjwu3fvvn37dty4cerq6i4uLh07\ndgwLC8vMzBRWQCX4tfjzzz9NTU0bOx/q0qVLmzZtKi0tbdSz/G4MHTo0ISEBvcZxnEaj4TgO\nP+KpRcDFklhRGq2ILYj/+J+EYXQKZWVPO2P1/wfoZFcwCqqYUIsFyaolyUZRURG1FxSV/vbt\nG3rB4/GaMenSy8trwYIF6enpLi4u6enpixYtmjt3roT2FRUVjo6Ou3fvZrFYSE/g/PnznTp1\n+vLlS5ONmYBAHFyOhAtksxSLcjlF1mGFefTokbq6uoODg2BL79691dXVBfmhMoTP56PwlLKy\nMgqFYmZmJoiAdnZ21tbWLi0tVVZW3rNnD4Zht27dev78+fTp0/l8PoqFCg4OvnjxImpfWlpK\nIpH2798/adIkAPhQUHjebcixd/EMNmd5j26ZLLaent7ff//dqlWrz58/M5lMU1NTdFO7efPm\n0qVL7ezsrKys2rVrx2QydXR0kPkLALa2tufPn+fz+eJpOBwORzgmmuCXACXrZGZmNt4pioqK\n0EWopKTUQjLq5YO8vDzhtyjh1NbW1snJyc/PT3gXhUTi8vkgpHIHAOZamiQMSywsQm8nWllc\nTfwiMP6md7bs0lr371cxeYz/1ysTROBJ8yDBfpiJ6urqurq6GRkZKHkCjUFBQYHFYjVjtOWn\nT5+OHTtmb2//7NkzOp3OZDL79et38uTJSZMmDRw4sMZDjhw5kpCQMHr06CtXriCF9rNnz7q7\nu8+dO/fp06dNOnoCOSIzM/P06dOurq62trZ1PRaXO0Uq2XjskGH36tUrOzs7ZWVlCwuL2bNn\nC9dRyc3NNTMzowhptVOpVFNT0/z8fJkMQBgSieTj40OlUkNDQ2fNmtW2bduwsDC06+PHj61a\ntdLU1HRzc0NutiVLluzduzcoKEhVVTU6OvrZs2fTp0+n0+nt27c3NTXV0tLi8/mbN2+2tLS0\naNd2vGVHMy0NN7MO6eXlH74XfmexAUBVVXX06NEXLly4cePG5cuX58+f7+LiMmrUqPLy8s6d\nO+vq6lpbWwPAvHnzxMeJXhw7dmzSpEnp6emJiYlt2rTp3LlzXQN9CJqXy5cv+/v7I7e0OD9d\n4JMGLS0tR0dHTU1NlLhNICtQzRgBKGqioKDAz89PVVVVeBeXzxdWufu3PY2KflcKiaRBV7j0\n8bPAqlNXoJ37+Hl5WISwVScOSejCIGEYScz5h06al5eH1hmEc3EERl5t2qqNTT2WYq5cuYIO\nFDwOpk+f7uDg8OzZMzQhJyCoBz4+Phs3bhw7dmw9jkV/PpL/iDgczpMnT4SzqVoysjTs1q1b\nR6PRRo4ciWGYv7+/lZUV2s5gMBgMhrg2upaWVllZGdIEFubMmTMnfoCi3OpKeno6h8OJjo6+\nePFiZmYmWtEHgF27dn39+pVGo7Vr1+7EiRPPnj178eJFZmbm4sWLx44d261bt9zc3CFDhhQX\nF6ekpHz79s3GxgYAvnz50rFjRz6FEl9QCAAHYt8/Tc9a9/QFMuzQTJpMJhsaGk6ePNnV1ZXN\nZt+/f9/Q0NDQ0DA2NtbR0XHv3r1oVVccNpu9bNmyS5cu7dix4+zZs8XFxR8/fszOzq7HpyZo\nLtq3b+/p6Vmb+j+y4GsTLpcSDMMiIyMLCgoIWSzZgoRCBGY3si1ycnLgvzYfKvMlPqd/l1eg\nraSIAWAASLgOQadQRnU0FU+YFYcidGEIxO10FBWdjI3QmAQnxTCsbdu2JBJJMFoU4xsQEFDb\npKKxqcdSTFpamp6enr6+vvDGtm3b4jgurqtAQCAlPXr0AADhS1F6iouLq6qqJBt2vr6+f/zx\nx69SlFk2S7Hfv3/X1dU9efLkyJEjAYDP52/atGnbtm2LFi26d+8ekoUTmf4Ktnz//r1t27bC\n25cvX95AuxjlJxsYGDx9+hTDsKVLl7LZ7J49e2ZkZLRp08bDw8PY2HjhwoVXrlwpKCigUCjj\nxo178OBBVVXV0qVLrays7t69+/z5c29vb4Fu4ZcvX74mpwxOz0iaN6O9ujoAZJRXpJWVA8Cp\nU6fS0tLat28fFBT04sWLu3fvRkREFBUVVVVVAcDJkydPnDhBIpE8PT2FhXA+ffoUERExfvx4\nLS2tefPmPXjw4Pz585WVlUZGRjo6OgI5ZQI5AD2GG2jYISi11CclqDehoaEmJiY4jqPFzdoW\nZWoz0Xg4/jwjCwfg/LfB7XEjTDQ1LiZ+Yf9MmLrGBgwO533+dxxAhUpl8ni8H166zMxM4bEp\nKCig+8zTp08XL178808ra3Jzcy0sLMSXYpKSkmo75PHjx8geFcDn8588eYJhGHHfI6g3CxYs\nmD59uriZ8VMqKys3b95cVVX15MkTVPOzRuq65JKXl6elpYUUcJse2TwnRGIjSCTSpk2bLl26\nFBISwmAwkJqAuJsdLTgiOTdh9u7dKxDhxHFcfBHzp2hra2/atMnOzu7t27czZ85s167dt2/f\n3r9/DwD+/v6enp4AcPDgQT8/v8TExK5duwLA8OHDHzx4kJubGxgYiFYTHj58iKqI8Pl8pG9H\nJZNYfF5KaSkJw4zUVMt4fBKJ1KlTJwAwMTEZPXp0Xl7e2LFje/XqtXLlSmVlZQ6Ho6mpefXq\n1R49eohccGPGjPn8+XNMTExAQMCECRM0NTX37dtXWVmZmZmZmZn54MGDMWPG1PVTE7RMJKhf\nEjQ7AjFwcWNOyvVNHECRQmHzeTw+DgAYQGtl5VHX7jK5XKR4Uo9Rcfi8IiYXAFQVaAxGJYlE\nEl6BpVAo6NZUUlKC2js5OdXjLA3kp0sxgjwPYdAyiAA+n79ixYr8/PwxY8aIPAvevXsnHD6I\nTFgCgtqQ3qrDcfzEiRPKyspTp07l8Xjoj0tycSBvb+8+ffpIGcAXEhIyfPhwY2Pjz58/11aZ\nsFFpLAcAhULp1atXUlLSp0+funfvTqfTBfcgASUlJUpKSuI/hru7u+A1n8+vh2GH6Ny589u3\nb62srADAzMxs9erVaWlpwkU/FBQUbG1ts7OzT506hcSEbWxs5syZQ6fTQ0ND3759K9wbiUSq\nYLFXhD0LSU4DAEdD/RIuT0tLa82aNZMmTTI0NHRxccnLy7t9+7a7u7ubm1thYeG8efOysrIc\nHBw8PDxEnuumpqafP3/u0KEDAEyYMCEjI2Py5MlVVVXI94lEWAjkA5ksxRI0EtLnb1HIJC6v\nZlOPKVRHEgfI+7GGW8nhwH+TLQSQSSQ+ny+ylfSjNBnvx55SFgvETExxi/P48eMLFiyQ8oPI\nirouxYiTl5e3ePHiq1evGhgYHDhwQGQvl8sVfmqIF1IjIJAMm83OyckxNjYW2R4eHo7sivbt\n2zs6Oq5fv/78+fOSZ0dUKvWPP/6Q8ryonFVOTk5VVdWvatihfFISiSTy6ELZnerq6hiG6evr\nJyUlCafl83i8lJQUfX39RvJk5Ofnnzp1ysXFZdGiRcnJyVu3bj148CBK2nr9+rWrq+uff/6J\nWo4fP/7ly5eGhoZqamqWlpYqKio+Pj7btm27evXqtm3bvn//3qdPHwMDg1OnTlVWVETn/JtD\nx+XzilhsU2MdAED3r71793bt2pXL5QYEBDCZzKCgIMFgEhMTRTxwW7ZsCQsLO3369MqVK3v2\n7JmTk1NZWXn79m0SicRgMGqc6RIQEMicgQMHPnz4UHIbKpmEAcapb7XfGrPtalzb5eO4EpVa\nJWTB1KhaLG7YSZCaajzquhQjDI7jR48e9fb2Li8v79Onz/nz58X1nuzt7YVjcu7evSuo601A\nIA29e/d++/btmTNnpk+fLry9Y8eO6urqdDod2XytW7dWUVGRoSkyc+ZMOp1uZWWF/kaaHhl4\nET5//kylUqdMmSK8kc/nx8TE0Ol0pIEyYsSI4uLiN2/eCBrExsYWFxe7uro2fADi3Lhxo02b\nNtbW1jExMSUlJVeuXFFSUkL5bk+fPj179iwqrY0ao7ITbm5uycnJFy9e3Lhxo66urq2trZub\nW1xcXE5OzpUrVwYPHqyjo7NhiHNnXW0A0FFS/GtAHy6OC0pWAECXLl0OHz5sYmKC3HUAoKKi\noqenZ2ZmJh7+8vXr1+rq6qSkpMLCwitXrhQVFa1Zs6Zt27ZTpkwhrDo5QyZZsQSNRHR09E/b\nYIAJZEfqCplEEiS6kiRKHyOq6u6XolAomzdvrsfYGoiqqmqdlmIEFBUVubq6LliwgE6n+/v7\nP336tF27do08WNlDeBBbODweD4kZCWrHCzAyMsrNzRXIx0pzc3779m3Xrl2lLC+mqKjo4eHR\ns2fPuo9aNsjAsLO0tOzYsePVq1cFE18cx//++++EhAQvLy/kopsxYwYAbNiwAS1jc7lcHx8f\nAPDw8Gj4AMRBobtpaWleXl6LFi06d+6ckpJSUlKSv79/bGwsALBYrEWLFgFAWVnZtWvX4uPj\nDx06NHXqVENDw48fPzIYjPfv3wvfsM6fP5+SknIk8tX1Ma6v3CdmLPC8/jW5sLBQxB738vIK\nCwu7devWsWPHFi5cyGAwcnNzfX19ly5dKmiTlpa2ZMmSq1evzpkz5+7du+jCUlNT6927d3p6\n+tmzZxvjCyEgIKgRZ2dnkS3ii+ZsHo/F46F7//5B/duqqQGAmoJUYdGL7LoKhOusdXUAaRr/\neJAIXohbjWQMo5BIGIaJ1LoQzjxAd1culysSN9I0CC/FCDb+dCmGyWS6urqGhIS4urp++fLF\n09OzGdWV682OHTtQpE1zD4SgVshk8sOHD8+cOSP8/BWgqKgokIyVJr/txo0b8fHxR44c+SVi\nPWWwFIvETVxcXAYPHuzs7Ny6deu4uLiEhAQbGxvBPNLGxmbKlCkXLlzo1atXnz59nj59+v79\ne3d3d6TxJnMWLFigpqZmZ2fXsWNHQeiGmpravn370tLSUMjL6dOnjY2NN2/e7OXldfjwYQDw\n9/fv1q3bq1evrK2tt27d2qZNG0GHqBwZlUKmkck2rXXf539f9/gZ/IgyEbB+/XpfX9+ZM2ee\nOnVqz549qampbDa7f//+wm02bNhw/vx5ANDQ0Dh69GhjfHyCFoU86V7KHyICxQBAJpNrTJtA\nv+KSRxHobTmL/dPOB7YzGtDO8MyHTyXV1QAQV/Ad/ns9SLg2eDgOOE6nUKq5XBR7h25cgucK\nhmGqqqqlpaUYhqEKjU3PiBEj9u/f/+bNGyQ2AT+WYkRWvoTZsWPHq1evli5dumfPnl838DQy\nMhIAKioqiL/uloyVlRUKspcMmlpInmB4eHh8/vy5b9++IjndLRPZ/F317ds3NjbWw8MjPz//\n1q1bdDp906ZNr169EvbGBwYG/vXXX4WFhYcPHy4vL/f19fX395fJ2cVRVlaeN2+evb39+fPn\nTU1N//nnH7Qd1Wklk8nt27cfP378169fAeD169eCA52cnGg02oIFC0aNGoW2JCQkdOvWjcfj\nWVpaDuv2bz5XO3U1DTodw7DQ0FA0aXv//v3hw4dRVZzU1NRXr15NmjTJycnp4cOHyCgU0KdP\nHzKZrKSkNGXKFD6fL6JFfOvWrRMnTnC5Py8HTvBrQTwAWiZ3794V2SLDJbYn6Zmjrt1lcmvu\nsEaflsi2apSYj+Pirjs6nY7qy+E4/uHDB1mNuU78dCmGyWSmpaUhXUAA4PF4AQEBmpqa27Zt\n+3WtOgDYu3evq6ursbExEWLxa8Hn80NCQurx99KhQ4dr164tWbKkMUYlexqzEK0MQPcLBweH\n+h0uUHMNDw/HcZzNZl+5ciUuLg7tTUtLc3R0nDhxIoPBEBzCYrGEe9iyZQsA0Gi07t27Tx3Y\nv3r1IvTv2JgRqOf9+/fz+XyUPzFz5sxjx459+fJFWVkZ7X337p34qKKjo8PDw9lstomJCZ1O\nR2PDhfQ5z5w5U7/PS4DAMKxnz57NPYp/+fz5s52d3ebNm5t7IL8FN27cAICdO3dK2f7WrVuS\nn83igXGadLrwWxqZjNrU9QmvSKVKiLqTHjqdXllZ2ajfqgRQdHX37t2XLl2KpEzc3d0Fex89\negQAXbt2RW+RZL26unrPmsjJyZFwojt37gDAtm3bGvXjSE9AQICdnV1ERERzD+TXA5UM2LJl\nS9Of+tq1awBAo9Gys7MFG9FPGRYW1vTjaSTkXO904cKFz549AwCUXUWlUgXJsACQk5Pz4sUL\nAOjQocO2bdvQ/V1EUdDd3f39+/d9+vQJDg6uFJp5KyootGnTpkOHDhMmTMAwrGPHjhkZGba2\ntnPnzuXz+dra2pWVlerq6ubm5iJDys3NHTBgAJPJvHr1Kqoe++nTJ1RXsVWrVgYGBiUlJeJH\nETQjPB6vsrJSWF+6TuByV4hQnmjTpo3kn4ZMwvi8/zRA66r/loUAYPN4ZBJJXNFET0U5l1EJ\nYtApZBaXhwMwa3cN1qiQUlvLVatW0f9razYlgYGBFhYWAQEBhw8fNjIy8vX1ra3KDvyQgSgr\nK6sxZ0UgX0pA0EigZG06nS6sQiJ/+W2/sDNcMoGBge7u7t26dYuKigoJCRkzZkxWVta9e/fY\n7P9Hxtja2qIKIb6+vmg6KE67du0qKiq2bNnCYDCYP2KEWTyeT+ij4uLi1atXx8TEjB8/fvv2\n7bm5uSghg0QiIXETLpcrYibiOB4XF4cuICMjo+Dg4MOHDyPBZADIyMjo06fPsWPHmjGbhkAE\nLpdrZWXVunVr6QXPRCAMu5YMiq9F1Lg4yKlFuw4HUKT+OzHm8fnm2qI6vZxa9I176LXR+VmY\njvRXC47jf/31l7e3t5TtZQ6VlSr4fAAAIABJREFUSvXx8UHxxMnJyd7e3sKFKJydnXEcR+Lw\nADBw4EAJbgZxvTECAtni5OT0+fPn1NRUVEsQQRh2vwZsNnvhwoVnz549ePBgr169hg4diuP4\nH3/84erqKqwLQKfT586di35OdXX1GrtiMBiRkZHl5eXl5eWsH3fqlNKyzNIyNpsdHx/v7e19\n9erVHTt2CCdbjBkzplWrVp07dxYRs759+zYazLlz5/z9/VVUVLy8vARThwMHDly+fHn58uUy\n/TIIGkRZWVlaWlp1dXViYmL9eiAMu5ZMly5dBK9JJBKZTNbU1JR8oxfsreJwAaCdmpqBqsrn\nov9UQSRhWGGVaBVsAHAyNnqVk/ddusQ6RYkV5LS0tFDVHPhvWVsCAoJTp07Z29s/ePBAfJe5\nublIuRThsi7ygXwadjQazd3d3cTEBNWuBQASiYRWK0RSWmJjY9HPefHiRZFOpk+fbmRklJiY\nGBQUtGHDBgsLC+4POXhLbS0zXV0AuH379uzZs83MzFAQ8d69e7W1tf/555+bN28WFBRER0eL\ndIseCXw+/8yZM/7+/kOGDFmwYEF+fj7aO27cOBMTEy8vLxl/HQQNQFtb+/bt24cOHRJRapQe\nwrBryaxcuXLixInoNZfL5fF4fFa15J8MbRekMqSXl2dXiIr08ms5NjwtU/oiY1ycr1p7rcnS\n0tI5c+ZMnDhx3bp1+/btk7JPAoLfgX379sXGxgr7438r5NOwA4CVK1feu3cPxa4hnj9//vr1\n69mzZ0+dOnXr1q3o7rxmzRokMpydnZ2VlfXXX3+hVYPq6upr165lZWWFhISMHj1669atPB7v\na2pqWFoG6k1PQw0AeDze4sWLv379qq+vf/HixWvXrhUXF1+/ft3NzY1MJlMoFGEZAhzHAwMD\ntbS0WCzW+/fvKRRKdXX1kSNHBEuxf/zxR1JSEkrXIGg5DB48eMGCBfWuDIOmg1IWHiVoeoTD\nMzAM49ZU7AHEsii49fpB62Tdc3j8Cnatoip8Pn/BggWXLl26dOkSRaJvj4Dgd8PHx2fQoEEr\nV66UprE8LcIi5PN2kJGRgSpevHz5snfv3mijurq6vb394cOHL1y4AABTp07t0KEDnU5HVSK6\ndeu2cePGwMDAy5cvP3r0aMeOHePHj1dUVBRUqv306VP+9+9e98O/zpsBAIMszHNw7NChQwBQ\nXl7+xx9/MBiMJUuWdO7cefbs2fb29iwWi8ViCTsIv379evv2bfS6oqLi8uXLXl5e+fn5b968\nwXFc/q4tAoT8+fnlicrKSuFiVjiOV9aU06CvqpIj5pYTgYxhvOb4lWm1e/UICH5Pxo8fL1wX\nXjLSCBT/WsinYSeYgldUVFy/ft3Ozu7UqVPBwcEnTpwYOnSojY2Nubk5EijR1dWdOHHihw8f\nhg0bFhsbGxgYSCaT9fX10eFZWVmCyDlDQ8P09PSJnf7NVyWTMHV1dVR5QlFRUUtLi8FgODo6\nCrJukVidYEhnz551d3fv0qWLoqJidHS0lpbWiBEjsrKylixZUlpa+uXLl4cPHzo5OXXs2BHD\nMGL+LU8gw47QJmyZzJkzR7isc2381KoDJClcC0hhuG4jk5rk5GQWi9UstcYJCAhaIPJpQJia\nmr5584bD4Tx48GDTpk2mpqb5+fkVFRVBQUF79+599+6dcOOLFy9mZWWZm5tzOJy9e/f6+fkB\nAJ1Od3JyQhbegQMHDhw4wOPxVJSVZ9l0FjlWR0dn8eLFnz59KioqMjIyqm1IaIW3tLT01atX\nN2/etLOzo1KpM2fOLC0t7dKly44dO86ePYuk5JWUlKKjo5HdSdDCef369aRJkxwcHM6dOyfY\nuGPHjoSEhF27dhkaGgLhsWvZIN0NNGVv4G+kpkCrrRyFsFVX17KzNDJZclgeh8MpKSkRTt4i\nICD4nZEf36MI3bp169mzJ5rFqqmp7d69e9SoUYJ1VQBISUnx8fGJiYkBgLS0tKqqKg6Hs2PH\nDiSSPnv27ODgYHS7DwgISE5OTktLKy0ru/Dxs6CHysrKbdu2LV269MmTJ0wmMz09XUIclbe3\n965du27cuKGoqDh58mSkVMfj8e7duzdjxgwGgwEAOI6Xl5fn5eWhkhgELZ979+6lpKRcuHBB\nkJaYk5Ozbt26oKCgM2fOoC3oquBJHTJP0JSgktBIbqOBXUlTZAzqaNUBgDTJFqdOnapjrwQE\nBHKLHHrs0tPTMQxDHq/nz58DQHl5uZ6e3s2bN4Wb+fj4XLx48fLly8+fP2exWCtWrLh06dKy\nZcu4XO7z58+Fywbv2LHjzJkzsbGx3wsKxlt0FGyn0+mtW7cmkUhWVlaOjo5fvnzZv39/+/bt\njxw5snr1auG8DQDQ1dVdvXq1yFCDg4NRQbOXL19u2bKFx+MpKChoaWk5OTnJ+lshkBlFRUUb\nN260srLy8vKaNWtWenq6o6MjqjWSmppqZ2enqqpqYmLi5uaG2hO+upbMwIEDr1+/3lxnl9US\n7cOHD9etW9fwfggICOQAeTPsUlJSUNrE+/fvu3btiiROkpKSxo0bV1VVRaFQysvLr1y50rt3\n7759+167dm3gwIH9+vX79u3bxo0bIyIiXr16NXLkyDVr1gj3OWzYsIqKim/fvmlqaJho/it3\nhwOQyeTHjx+bm5sXFRWhyhY8Hs/Dw6OwsPDFixdlZWUYhh08ePDixYt79+5FSsgiuLi4dOnS\nJS0tLS8vz8/P7+rVq4MHD27074igYZw/f/7IkSMA4ObmZmRkdPr0acGuhIQE5AEKCgqytLRs\nrhESSE9QUJCmpmaVdMJyskJHSRGp3P1niRbDcByv60ItQlA7kYCAgEDelmIFK2Loxfnz51VU\nVACgdevWZDIZAPz8/GbPnj106NC5c+dWVFQcP34cZSqUlpb269dv6tSpAg33yspKDw+PVatW\nZWZmTpw48d27dwXfvwtOhAKlqVQqhULx8fH5/v27qanp4sWLu3XrBgCC8lM7d+6MioqaPHny\n/fv3xUfbqlWruLi4s2fP0mi0ioqKkSNHZmdnN9p3QyAbnJ2d27VrN3z4cPGopqFDh+7Zs+fs\n2bOEVferUF1dzWTWoCRcIyKJ64ZqqvU7aY3axf+K5/33dNqKdIHMSm1p8xiG/TK1yQkICBof\neTPsrK2tnz9//uLFCwcHBwCg0+mrV6/W1NTMyspCArMo4InBYMyfP3/kyJFRUVHPnz9/+vTp\n9evXUXRd69atUVchISGBgYF+fn7u7u7q6uokEgnHce6PGfaHnNz09PTc3NyIiAikn9K9e3cy\nmRwSEhIREREVFXX37t3i4mJra2sSiZSamrpgwQJXV9eTJ0+Kj3nkyJGRkZE0Gq1Vq1YiitgE\nLRArK6u0tLTg4GDx5GUKhbJ8+fJp06Y1y8AI6sHTp0/RMro0KNOowm+zyitMNGquWCMTcIAi\nZrXAq1ebJw//UVWdoCmRMsTi+/fvIi0PHjw4ceLEzMzMxhkXQT2RecxMRkZGSkqKbPuUEnkz\n7ACgffv2np6eAwYMQBkJGzZsGDBgAADcunVrxowZZWVlAFBSUnLixIkHDx4cOHBAW1u7X79+\nyLG3Y8cOHx8f1M+AAQN69OhhZ2f35MmTsrIyPp+fl5fH4f87q74X/7GwsPD06dMRERFMJpNO\np9vZ2RUVFZHJ5H79+m3ZsmXkyJGurq5v3rzh8/kqKiqtWrW6d+/eokWLarx67O3tPT099fT0\niL92uYQIs2uxPHjwQEFBQUoVSQZbVOIuvbxC+G0TiFGaa2uKbCGRSOXl5Y1+YoL/gtKhJAuP\nX7hwoVWrVi4uLoItTCZz5cqVly9fDggIaPQhEkhHYwgXZGVltWvXzsTEpN5FxhuCHBp2kZGR\nnz9/joiI+Pz5MwC4u7t/+vRJXV2dyWSeOXNm1KhRAwcOVFZW1tfX79y5s7u7+7dv3xYuXOjr\n6/vhw4eVK1eeP3/+6dOnAKCrqxsUFMTlckkkkqmpKZ1O19LSupeU+ufNe88zsi319ahU6ogR\nI+bNm7dy5UotLa1Vq1Zt3boVjQHF9n348MHAwGDSpEnR0dHOzs4AwGKxUlNTxcfMYDCOHj36\n+vXrK1euNNkXRdA07N+//927dx8+fGjugRCIwuVyQ0NDi4qKarynS2OkidSfQN00qnWnpyLq\nX2xvbIzUlAiaHsnWwKdPnwAgMTFRYP8pKirOmTPH2tp67NixTTE+AqmRrWFXXV2NXjRx/C5C\n3pInAGDEiBGLFi1q3bp1t27dSkpKzp49CwBWVlZlZWW9e/cODAyk0+mpqannz59fvnz5xo0b\nu3btGhAQcPny5cLCwhs3bkybNk1BQSElJQUtpKI+k5KSAJWgvXufx+eXs9i9LMxBW2fQoEGq\nqqq7d+9OSkq6detWp06dUPt//vknKyvr9u3bcXFxPB6vpKRk/vz5T548MTU17dChg/iYVVRU\nfH19X716NX369Kb6ngiaiNevX+M4npGR0dwDIRAlISGBTqfXlppa79u8SJycTB4XNDKZD8Dl\n8SLSs0R2JaekUKjUqqoqkULYBI0KisRAodu1sXLlSl1d3b59+wpXNTh48GCjD45AjGfPnm3d\nunX27NkTJkwQ2YUc9rIt/mRqahodHc3hcBwdHWXYrZTIoceOTCYPHTp01qxZJBJJU1Nz7969\n06dPv3//fm5u7vHjxy9cuBAaGhoeHp6XlwcAOTk5w4YN09LSQuVH2rZtS6FQtLS0NDQ0BHkY\nAioqKnh8PoZhM7p0quLxMQxTUlJiMBh79+6dO3dufn7+3LlzUUsqlZqeng4AFAolISHhxIkT\n+vr6kZGRwhmUALBhwwYTE5PDhw/n5uZ6e3vfvn2b0CWWP9asWdOmTZsa06J/yocPHy5dusRi\nsQCAy+UOHjy4R48ehI0oK968eaOkpPSndaeGd4UBUGp6MMjKCUDCMC6PV1uHFRUVcXFxMjoV\ngczQ0NBYsmQJyqgjaF4OHDjw+PHjTZs2ie/6N29J1gEzPXr0aBarDuTSsNu+ffuwYcNQ8gQA\nLFu27MyZM4aGhm3atOncufOAAQPIZPKdO3d8fHxOnz797NkzNze3nJwcJGDRvXv37Ozs5ORk\nJSWlnj177t69G3ViZWWloqKiqalpoqXh90ffSZ3MGRyuoqIimUw+ffr0ihUrXF1dBfZ+RERE\nr169bGxsnJ2dly1b1rlz56KiosePH4sP9Z9//klJSVm4cGG3bt2kT80jaCGUl5fPnj17y5Yt\nku8IFhYWBgYGgkRp6amurh44cOCkSZP27t0LAImJiQ8fPoyJiRGEgRI0ELSCucDGWqPB9bhw\nAG7tlwFWl7c1Ui2xJB2ZTBYpqENAQCDMnDlz7O3tRbTMEI3hsWte5NCwQyWxORxOr169UL6q\nAAzDTExMeDxeeHi4qqqqu7t7q1atjI2N9fX1BVkLrVq1UlRURK9nzJhhYmLSqVOnJ0+e7Nu3\nj8ViJReXPkxNB4AKLhflW1hbWysoKJibmwue3AEBAdHR0cHBwY8ePdq4cePXr1/v3bvn7Oz8\n7NkzkUhbVH8CAPh8PhFf/8tx8+ZNf3//zZs3S46fq/f9gkajoSxplKndpUsXVOMOBQYQNBA+\nnx8fH69HV4hMzyxlsQCATvn/spps7/K4xLdUClmR+m9UDLVelcg5bHZ8fHy9hkZA8Fvg4uLy\n+vXrmTNniu+SP8NODmPsvL29Bw4cuGrVqqioqI8fPzKZzFmzZgn2+vj4aGtru7q6orcZGRlI\nOu7jx4/ilV51dHTevn07ZMiQSZMmeXp6ampqAoczuqMpAFRwuUbq6gDQv3//79+/KysrC6Io\nvLy8srOz0UK+iorKkCFD7t69i+P4okWLCgoKwsPDBSJnly9fvnTpUvv27fv160fEx/xyODk5\ndenSxdDQsGPHjhKa1fuuQSKR3r9/n5ubizS3ASAoKCggIEC4Mh5BvUlNTa2srOzZSsv38VO0\nhcXlYdi/CRBNOdFic/9fNIwjNPejkEg86WqdtVJRRhH6pHrZhQQEBPKEHBp2JSUl5ubmhYWF\nAMBgMJYtWzZz5kxBiKuxsfGuXbsEja2srM6cOVNRUSGckS7My5cvo6KiAMDV1bV169bb+/Sc\n0Fa/msev5vHV1f+VsFJV/Y9OKYrhs7e3B4DU1FQejzd//nw3N7chQ4YAwLNnzwSGnampqWBZ\nraqqCsMwgbOQoOVjaGgoTWATuvbq98RVUlISWHUA0L9///79+6PXt2/f3rdv36pVq4YNG1aP\nngkSEhIAwExFifWjGCsOQAaMJ3VcXAMTI35aT6y9uvq3khJpumqlQCupqkpOTjYzM2vAiAjq\nQGpqanZ2dm5ubnMPhIBAFHmb3mVmZhoZGRkZGQ0fPlxRUVFfX3/FihXiiUtMJnPDhg0nTpwA\ngOnTpy9YsED8uRsQENCpU6fc3NwxY8Y4ODiYmpoCQDmHCwAVXC4IlZcQ4cWLFwAQGRmZm5t7\n8eLFe/fuHTlyxM7OLiAgYO3atUgnWYT8/HxNTU01NTV0LIE8gS4tydlz9cDPz+/p06fCsxSC\nOvHx40cAsFJTXdzdRvDnzxOu8fWzHiRbdYpi+tUi/LRKbE4lQxpHr4Oh3tQunQAgMTHxp40J\nZEVgYGBeXl6NmvMEvxY1Jk/gOL5ixYrZs2f/iiKR8uaxKyoqQvox06ZN27NnT21uklu3bm3b\ntg0AnJyckEeEw+GsXr1aRUVl69at6Ga6d+/eT58+LViwQE9PLyUlBYXrlXI4AFDK5gCAhoZG\njZ0fOHDg0qVL+fn5+vr606ZN69OnT9u2bbdt2zZz5kwPDw+Rxmw2G8Owt2/fstlsAAgKCmqu\nPBqCRgKZdDI37JYuXcrhcFasWCHbbn8fPn36RMGwO4lf9kS/rbGB9KolbVSU8xiiSfRMiekO\nEqCQSEger1JMD7lGcioq2yrQACAxMXHkyJH1OylBXenUqVNOTo6dnV1zD4SgoaDYd5EI+Hfv\n3qGstT59+tBoNDMzs+7duzfP+OqOvBl2NjY2ISEhGIZJzjDv2bOnvr6+oaFhu3bt0JawsLB9\n+/ahXa6uri9evEB6JUwm09bWNjMz09HR8du3bxVcHvzw2wmWYkXo1KnT1q1bkf5kTk7O8+fP\nnZycgoKCPnz4IJIbW1BQYGVlRSaTExIShg4dmpOTs379ehl8CwQtiUaKzB07diyhcVpvuFxu\ncnKysbJSSZlUa52SfWt5jEoFKpXFkcoO+/nYJBYzEEZbkV7ErE4rK98d+YqkoY0k2QmahokT\nJxYVFQ0fPry5B0LQUGr02FlbW7u4uFRUVJSUlCxbtkxFRSUzM7M2b05LQ96WYgFg6NChKJpN\nAh06dMjMzIyOjhaU++zduzeVSgWAa9euZWZm9unTB+nYzZ0799q1ayEhIS9fvqysrCyqZl1M\n/JJQWAS1e+wQ+/fv379/P6obM3ToUCUlpREjRoi0SUpKKiwszM/Pv3PnzsePH7t164bSHgnk\nCWTS1TXGLjIycv78+US9ikYiNTWVzWabqijN62Zdo8VNkmiI08iiv6asrLo6sb5PT/TCprVu\nO2Wl5ORkyRWuCGSLPOVRygEMBmPJkiV79uyp3+EivyaVSn3w4MHLly87d+4MANra2r9QBLy8\neeykR+RBq6GhYWtrGxsba21traKioqqqWlFRsXPnzuXLlwPAX3/99ezZMzU1tRhWdUBqmo6y\nUltzCyUlpYiIiK5du9Zo4RkaGi5evBi9Xrly5bJly8QX4xwcHI4fP04mk3NycjIyMoKCgg4e\nPCh9SXKCXwJ0v6hrluXy5ctjYmKysrLu3r3bOOP6rfn27RsAmKkql7HYNf4wkgPg2LzmtJ8w\nDMMA+Di+IuwZAGAYzLWxPpqWnZpfmJmZKViFICD4rbh169aBAwcAYOTIkSgmXkqQMVCbme7s\n7JyRkaGtra3QYLXLJuP3NexEyMjIePv2LZ/Pv3Tp0ooVK1JSUqqqqgR1ICZPnpycnKyurg4c\nNgCoKChgGHbx4sWrV6+am5vXtgLC5XKnTJlSXV0dGBiIBMnEmTNnDgDk5uZmZGT06dOHsOrk\nj/pVmB4zZkxSUtKYMWMaZ1C/O8nJyQDQQUXJVImurqBQxmI194ikAqmxCBRQfiwhwdXP3zro\n6EA+JCcnE4Ydwe9J3759TU1NjY2Na6zbKYHU1NSUlJSXL186OTnV2EBcCq2FI4dLsQKKi4sL\nCgrEt2dmZgYGBhYVFQm2sFgse3t7LpcLAG/evGEymTo6OsLVvebOnZuVlWVpaamlpZ0we9rC\n/o44joeGhgLA9+/fAYDP56OYPGFiY2OvXLly586dsLAwyUPV09M7ceIEUShWLqkxMvenrF27\ntri4uEY5TYKGk5aWBgDtlZVOxX2U3qqTfunNo4sVWsyVyVqdoJMaZwcUEqlrK11jZUX48bkI\nfi1KSkouXLiQk5PT3AP5tWnXrt23b98ePXpU17iXkJCQkpISVH1KPpBbwy4/P9/IyKht27YC\nmf6ysrLdu3eHh4dPnTrVw8NDOJ2Qw+FUVVUBgJWV1aFDh2pbSldRUank8Uw0Nar5OIZh2tra\nAGBjY8NgMMaNG2dsbLx06VJUghZhb28/ZcqUsWPHWlpaLly4MDg4+KfDPnv27N9//40Sewla\nLMHBwRMmTHjz5o00jXk8nuB/ghZCZmamEoWso0BLLa2DloGUbldDVZWZXa3+PQQAGmzeSQ74\nI2GYthK9rZIiAIhPLwkaCRkWGF25cuXUqVMFsvkETUzv3r0VFBTkKQ9Gbg274uLiqqoqFosV\nEBBgZmbm4eFx9OjR1atXDx48uLi4GACE0xRUVFRQjfbv379LKNaupKTEx3Eml1fJ5QEAEkAJ\nDw8/efJkamoqAOzfv9/Y2HjFihXI+Ucmk8+fP3/t2rXAwMDDhw+7u7uL3AXKyspQrA/i6dOn\n7u7ua9asIbSRWjhr1669cuXK9u3bpWmMLgZufcUvCGQOjuNZWVn6dDoGsMzeVrLVVQ+bLKuC\nMeLqbeEovQY+/Hk/CfjjHX0Tb6CoiAGgOjoETYZM8id0dXUF/xM0Pd27d+/cuXONErO/KHJr\n2FlaWj569Gj9+vU7d+5MSkoKDAzs0KEDjUZTV1dPSEiwtLT09fUVbu/h4aGgoFBQUDBt2rTa\n+kTFYZk8XhWXCwDm5ubdunXT0NDo3r37lStX5s6dCwAsFmvv3r33798XPnDIkCHa2toTJ05E\nd4GSkhIul8tmszt16tSxY8eLFy+iZoJ6tcRfeMvkwYMH69evLygo8PT0NDExcXd3l+aoRjLs\nMjIyCGOxfhQXF7PZ7DaKCgCgTqeBxGezliK9Hqcora5b0F4DrYPhpu1pJEyTRiUKITQZMkyJ\n3bFjR3x8/L1792TVIUGdqEcYdFlZWd++fQcPHlxWVia5ZUFBgY+Pz0/DsWSL3Bp2AODs7Nyv\nXz8AoFAo27dvHz9+fGFh4caNGwEAbRdm1KhRKGu1Q4cOe/bs8ff3F97LZrNv3ryJlmureDwm\nnw8AqqqqsbGx+fn5ffv2NTMzO3LkSEhIiIGBgaqqqojEnYuLS2Fh4eHDhwEgIiKidevWHTt2\nLC0tZTAYACCI9hs3btymTZuOHj06ceLExvlKCOoPj8ebPHmyr6/v7t27+/fv/+3bNynFYGW7\nFPv169cVK1asXr26Xbt2v5BgZocOHTAxBPX0agTH8SNHjjg6OqqpqTk4OBw6dEhW9VtRvUFt\nGhUAUkrLJXdbxGyKuAjxEdRmNQi2Kwhl2ZeyWACgq0ArKipqyiq3BDIBwzBra2vKz0qVEDQS\nHA4HAFCNACmJjIyMjIx8+PBhbGxsQkLCkiVLYmJiamy5f/9+ZH405Txczq8kFxeXDx8+tG7d\nGvnAVFVVFy9ePGPGDPFqYBwOB/1dde3adeXKlQBgb2/ftWtXtPfEiROLFi1SVVU1MzOr5vOZ\nXD6JRKLRaBiG0Wg01IZEIg0dOpTH41VUVBw/frxv3741Dunr168cDic1NZXP50dGRsbExKSl\npb1+/bpHjx6KioqbN29unG+CoKGQyWQnJ6eQkJDQ0FA/P7/t27evW7cO7Vq8eHFUVNSJEyds\nbW3FD5RhLA4AbNq06dKlS+ha/fLlyy9R953D4WRkZOjo6AjXvQUAQ0NDCUd5eXkdO3bMwMDA\nxcUlKipq0aJF8fHxqAxgA0GTbE0qFQDwhi6TNha1DUuwHZW4pZFJjob6g4zbAoAGjcqtqGQw\nGCLVqwkIfmd27dr16NGjgwcPCqq0NxxnZ2dPT09lZeW+ffv++eefd+7ciYqKev36tXjLPn36\nKCkpDRo0qCkNdzk37AAAqQsKU2ONVzU1tejo6MzMTAsLi5MnT6qqqgo/hDQ1NQGATqcDQDWP\nz+Lz6HQ6hmFZWVlKSkrCUiaenp4XL178888/axvPtGnTOByOhYVFmzZt2rRpc+TIkWPHjl24\ncAHpLxC0ZK5cucLhcOzt7QGgoqICbWQwGAcPHgSAa9eu1WjYybbyhLOz8+3bt5WUlIqKikaM\nGNHyrToAyMzM5PF4s2bN2rFjh5SHfPr06dixY/b29s+ePaPT6Uwms1+/fidPnpw0adLAgQMb\nOB7kKVeikAFA59cRHa2Rxfa2bqYddJQUAUCFQgGAqqoqwrAjIEBwudytW7dWVVUFBgbu3Lkz\nKirKwsICJT4KqIeGvIKCgr+/P47jGIYNGzYsPDzc0NDw3Llz4qFcQ4cOLS0tReUPmoxf4KnQ\nZFhYWAwaNMjIyCg7O/vr168oog4xZcqUhISEtWvXYhjG4vNZfL6CgkJcXBxKvM3IyBC03LZt\nW3JysoRFOjqd7uXl9ccff6C3vXv3plAo/fv3b7zPRSBDqFTqvXv3rl+/jtb0AUBFRWXnzp2j\nR4+uTZpEtrViPT09y8vL3717d/Xq1cDAQJn02digSUudJEMPHToEAH5+fmg2paioiATlT58+\n3fDxoDUXGokEAEZqqiIXtMDaAAAgAElEQVQ5p79WMQG/V2+cL16vYLMBgELCAID1i2jyERA0\nARQKZf369X379nV3dz969GifPn0cHBxExKdQnExdl0ozMjKMjY3t7OwmTpx4586dmzdvTp8+\nPSIiQrxlE1t18Dt47ER4+vRpaWnpyJEjJXhQanSZWllZvXr1CgBYPH41j0+j0VBsXGVlpcB5\nAwDl5eUJCQk9e/aU8kE+ffr0cePGKSkp1fmTEDQTBgYGIrrBa9askdAeXQky9MNTKBQjI6Nf\nSDMzJSUFAETWYSXz6NEjdXV1BwcHwZbevXurq6ujv0EZcu3TNxKGyTCDtenRUVRUFLq6iDpX\nBATCrFu3DoXNoAwGLpcrEhhTv7l3dHR0RkZGRkbGt2/fzM3NNTQ0qFRq+/btZTfw+vN7eezS\n0tIGDhw4evTo+qWooHA6Np/P4eM0Gs3R0TEwMDAyMtLKykrQZsiQIY6OjhKEMF6/fr1v376S\nkpKqqqq3b9/iOE5YdfINMulk5bH7FUGG3atXr+zs7JSVlS0sLGbPnl2jeLiA3NxcMzMzYWuY\nSqWamprm5+c3fDzIC8jm4wBw5fNX7i9eX3WUuSmFRIIfhc5+ocJHBARNyYIFCx49ehQZGSly\nN0b3mbr61UaMGOHt7f3PP//Y2dnp6+vn5ORkZWUJ1zVoRn4vw05DQ0NNTY1Go7Vp00aw8eTJ\nk0OGDHn//r3kY/fv33///n0cxzl8nMPnU6lUe3v7mTNnCgvRwY9VHvH8mqKiogsXLmRnZ7u5\nuS1btmzLli2DBg2ys7PbtWuXoE1hYSEhYyt/yHYp9lcEGXbr1q2j0WjIWe7v729lZYW2i8Ng\nMBgMhngVPi0trbKyMiaTKbyxuro6RQhpLD8UZVHO4QDAeocedf04kuWC642Ip036sxx9E1dS\nzQKAci4Xfnw6AgICESgUirOzs56ensh2ybVia4NOp/v6+i5duhQdqKioKMikbHZ+O8MuPT09\nPT3969evvXr1Wrt2bU5OzoYNGx48eIC0SGojNjZ26dKlQUFBZWVlXJzPxfkkEglVgBGReg8J\nCQkJCdmwYYNID0uWLJk6daogbLN9+/YogluwjBsSEtKmTRsrKyuUek0gNzx79iwxMfGnM4fa\niIqKWrFixZcvX2Q7qqbk+/fvurq6N2/ejIqKCgoK+vjxo4+PT2Fh4aJFi2psj4IcxDMA0BZU\nxE9AbGysiRDz58//6Xh0dHQA4DuLDQBt1VSpdQmappHJfBwn19e4o9e+Ii+yPMSXOo0aBwhP\nzwSAIhZHSUmJWAEgIGgaqqurW2atl98lxi4nJ+fFixdDhgzR0NAAgH379kVHR0dHRz98+HD1\n6tWXL1+eNWuWhMPNzc07dOhQVlamqKjI5eNcHGg02sOHD1++fFlZWfn+/XsbGxvUslWrVkOH\nDhXvAT2TGAwGug7y8/NDQ0Nfv349ZMgQ1ODr1688Hi81NZXJZDZ9rCVB43Hr1i0mk/nu3bv6\nHT5v3rz4+PgvX75IU5KuZfL06VPhtyQSCYm2hISEMBgMcQ8TSkJHMx9h0CwI/QkL0NHREU5C\nz87OfvnypeTx6OnpkUikbGY1ALwv+M6py1IsG6kS8usZiVctFKCNyS6e73Faxmhz0xwms22H\nOgQyEhAQQL0EitFRNjY2X758uXHjxujRoxtnaPVE/j12KSkpqJLY+PHjvb290caVK1caGxsD\ngIaGxvLly6Ojo3v27CmhE1VV1W/fvp0+fVpBQYGN8/k4TqVSu3Xrlp6evnbtWkdHxxs3bkge\nxuHDhxcuXPjnn3/27NmTSqV2795dX19/1KhRKNwHAGbPnn348OHw8PAa1VgIfl1mzJihrq5e\n78TnYcOGKSkpubi4yHZUzQuFQkG1+z59+iS+V1VVlU6nl5SUiGwvKSlRUlIS8eRZWFhcEQKJ\nUEpGQUFBT08vvZKJA/Rva6hCq+c8itwwrRkZZmmQAMuuqmbz8RYSu/070HhC0EVFRcOGDfP0\n9KyTZC5BE8Nms5HUeVZWVnOPRRT59NiVl5dTqVRFRUUA2Lp165kzZ5D9JJjrjxw50s3N7f37\n99IrFiJFYgCo5vHhR8hUp06dAKCqqmrChAlMJrO2zMfY2NhHjx75+Pi0bt0aDU/celNWVvby\n8qr7ZyVo6XTv3t3U1NTCwqJ+h+/YsWPbtm2/bogen89HKsoiMlHILS1SowWBYZi+vn5SUhKP\nxxN8cB6Pl5KSoq+vL5OsTwsLi8fZ2VlV1X4vohnsegY/8Joj60Ikhxdt+au/w+vScgCQoQQr\ngWRkKzwuTGhoaGhoKAAsWLCgW7duMu+fQIR6x9iFhYUlJCRIkK1tLuTQY5eWlqanp6evr48W\nPfl8PplMHj169Lt37/766y9BMwzDbG1t79+/36pVq/Xr10vTM5lMxnH8YGRUcnIyct7OnDkT\nFQzl8/mo4FiNTJo0ad26dfPmzevatevmzZsJn9xvBbprNERJ+Ne16gDg8+fPVCpVpMA2n8+P\niYmh0+m1aaCMGDGiuLj4zZs3gi2xsbHFxcWurq4yGRUqKvO+tCyxsFAmHcoEaSL3xGPvDFVV\n1RRocaXl8ONzETQB9bMGpGHYsGHDhw+fNWuWtbW1zDuXJ168eDFixIgrV640sJ962+g2NjZT\np05tgXnocmjYpaenV1VVlZaW5uTkMBiMc+fO8Xg8KysrGxsb8T/C4ODg79+/nzt3TpqeKRQK\ng8GIy84tLS0VJN8dPnz4wIEDT58+lWCu9ejRAwBKSkri4+ORzioBwW+CpaVlx44dr169+vDh\nQ7QFx/G///47ISHBy8sL2axMJjMtLQ1lIyFmzJgBABs2bBBoh6LCsh4eHjIZFSof8rqo1Eji\nLKtOeRUiYBhGkalFLnL70lX+t2ZGRnl5cFLq6+IyJSUltIZA8EujpaUVHBx88uRJIthaMn5+\nfsHBwWvXrm1gP/JXXlkODbt+/fqdO3fuxo0bvXv3VlFR8fT0tLS0FCkFERYWNmzYsNDQ0BUr\nVsyZM+fkyZMinfD5/IiICBE5BgqFoqKi0sVAX0tLq127dmijsrLyokWLaqsMi7hw4UJZWdn+\n/ftdXV3/+ecf4V2pqanr16+XuewqQcuhvLxcgjdX7kHiJlQqdfDgwYMGDZo6dWqXLl28vb1t\nbGwElZFfvHjRvn37YcOGCY6ysbGZMmXKw4cPe/XqtWzZMnt7+7CwMHd3d1n5MExNTdu0aRNd\nVLrI3lahdvNLg64AAHQKRWBUKZDJljpaB1wGKP1McRrHcW4d1YskZ8IKP3606PTvlf+XfaFQ\nqbnM6l69ehGmAMHvg4eHR+fOnRcvXtzAfuRP01sOY+wwDJs6dargrb+/v3ibXbt2hYWFhYeH\n6+rqvnv3DskfCHPr1q2xY8cieRSBK45KpWIYNqpb13s5BXXVFFBTU+vatevdu3cB4NGjR/Pm\nzZs2bdrmzZs3bdp07ty58+fPt8ysaYIGwuPx/vzzz5ycnNjY2OYeS7PRt2/f2NjYvXv3xsTE\nREVFWVpabtq0ydvbW/ISRmBgoIWFRUBAwOHDh42MjHx9fVetWiWrIWEYNnDgwIsXL74tLmUJ\nmV9qCrRy1v8j1r9XMeFHKisZw3g4rqlI/1RYvPLxc3azSk4WV1cLXusoKWbxcAAQFCokIPgd\nGDFixIgRIxrej2zLebcE5NBj91O4XO6gQYM0NDRYLFZWVlZcXJxIg/DwcKR+QiaT09LS/v77\n77S0NPihT83k8qAWlerw8PA9e/YIVxirkevXr6ekpBw9ehQA+vXrR6VS27Ztm5eXJ4PPRtDC\n4PF4tWlW/1ZYWVkFBATEx8czGIyYmJjNmzcLW3XOzs44jotI/VGpVB8fn9TUVDabnZyc7O3t\nLcOybACAlIZOfUgU3ihs1QmDAfBwHAAKKqvgh+hJ/SBhWAPTaeG/D6GSataFz0mKior9+vVr\nYLcEBHIJh8NJTEwEgPj4+LNnz4qInKN4D75YLlRFRcXKlSvFF/RaPnLosZNMdHT0kCFDeDxe\nRUVFp06dPD09hae5xcXF9+/fj4yMLCkpUVZWfvfunYeHR1hY2PPnz+/evfuvYcfjQ02GXXV1\n9ejRo8vLy3k83urVqyWMYcmSJRUVFaje6KxZs0JCQm7evOnp6Xnv3j3Zf2CCZoVGowUGBi5b\ntqx79+7NPRaC/2BlZWViYnJDbF5XI4JFUD6O0ynkam79DTs+jkODY3qEl2V5fH5eRYXn+PGE\nNDEBQY2MHj363r17mzZtOnr0aEFBQXJy8pYtWwR7BYG8IkddvnwZxcQPHTrU0NCwKQfcQH47\nj11UVFRpaWlFRQWdTp8/f/7y5cuF575LliyZMmXKx48fZ8+efebMGSMjI6Q8jHLOkTFXxeOB\nUE33mzdvGhsb7969m06nW1tbKygoCMSKa8PS0vLChQtjx45Fb1E1dwMDA9l/WoIWgL6+vrq6\nuvzF58oBY8eOFQhJSp8ngaw6EoZRhYLzGu6EEwYDqOuykOB+QkBAIAIqV1NYWIgUx0SsNEFW\n7Pbt293d3XNzc9H2Pn36GBgYODk5/XJP59/OYzdjxozCwsIuXbqMHTtWXEUCBdsZGhqeOHEC\nbdm9e7e3tzcqW4kMu8cJH79XMNTV1adNm9auXburV6+mp6efPHly1apVz58/ZzAY4qWQJLNv\n374FCxaYmZnJ4OMRNALBwcEPHjxYvXo1MsHrCpoIElWAWyCurq7t2rX7+PEjANRWf0KRSmXW\nVOWPj+PCd0/Zatp52nQOTU7LrhCtvVEbZmZmVlZWMhwAAYE8ce3atWfPno0YMUJBQSEvL0+Q\n+4hAzp3S0lKUet+5c2cUzmthYdECxYelQc49dihwh8ViCbZoaGhs27Zt/PjxNWqD7dmzJy4u\n7uzZs8IbBcXIqVQqm81Ozy+oqqoKDw+fO3cuAJiYmBgbG6MLAsOwulp16KhWrVpNmDBh0aJF\nRKHYlgaO4x4eHocOHfLz86tfD8iwE/fzixAbGztv3rzfOcei6VFSUvrp71KjVYdopPyJtuqq\nmgoKJdWsnzf9AfJDEBAQiJCamrp7924OhzNlyhQ1NTUFBQURqw5+CIUePXqUTqd37NhROD3/\nF0XODbvt27fb2tpK/zuRSKQuXboI23zV1dVxcXHIVUulUmk0WgdDA7R8Y2FhwWaz/fz80tLS\nGlijPSQk5OrVq4cOHRLP5CBoXjAMGzNmjJaWlshVxGKx7t69K818Dvnq3r17N2jQoOjo6Nqa\nrV279vjx4ytWrGj4mAmkB9Wl/SnSSAdLA41MUiCTJfeVUVaxO/pNVV3meIMGDWrgwAgI5JJF\nixatXr16/vz5EtrweDw+n//q1avq6uqpU6dK7/wuKyuTxRhlj5wbdqWlpYL/64eLi4uNjQ0q\nTYGWYg0MDKysrHbu3Llv3z4ajTZnzpxOnTqNGzcOtS8vL7979255eXmdzjJo0KABAwZMmDCB\nkBpvgRw7dqywsHDw4MHCG/38/Nzc3Hr06CGeSyUCmhXExMSEhYUdP368tmajRo3S0NBAF9Lp\n06dtbGyCgoJkMXwCSRw5ckSaZpIV5sTBMKxGW5DN43P4/Dr11UZFUkoEmUweNGgQ0nMmICAQ\nAdVikRz4jmEYiURavnz5kiVL5s2bJ2XP/v7+GhoasqqFI1vkPMZuy5YtvXr1cnBwqHcPSKMY\nZUojww7JnQik7/bv3y/cfs6cOZcvX/7zzz+lqXNSXV0dGhpqa2trbGwcHh6O43hDCk8RNB7i\nEkfKysoAoKio+FP1I+Sxs7W1JZFInp6etTVbuHDhwoUL0esjR47ExcUdPXp08uTJDRo3wc/4\nqV2OYZjkxBdVGk2FRs1lVApvxGs/RrKNiAGQMIwn1KaYWfOaLJVE4vL5PB7v0aNHaWlpxsbG\nErolIPg92b59+/Lly7W1tSW0QY9dJycnZ2dn6XtG8kwSgme+ffsWHx/v6ura9DXH5NOMKC4u\nHj169OLFi5WVlceNG6evr1/vrtBPjn4YtESL7ri1SWopKioK2kuGxWJZWlqOGTOmf//+5eXl\nFhYWJiYmhS2pciWBBJYsWRITExMXF/dTww494q2trV+8eFFdXe3m5oZ0qiWwYcOGoUOHosBN\ngkbl+fPnkhuIWGhksZ9bT0U5v7LmyiLSSJ6KpNMqUqm8/56xtkg+PgAOQCKR5syZQ1h1BAS1\nIdmqg/qWFNuwYcPOnTtDQkJq3MvlcgcOHDhu3Ljt27fXo/MGIp+G3b17927dunXw4EEpQ98Y\nDMbjx4+rhcTcBWzfvt3FxQVFPgkbc7UZdseOHYuMjBQud5GSkvLXX399+vRJpGV8fDzSPc7N\nzV28ePHXr1/T0tLevn0rzYAJmh0Mw7p3766iovLTlsgnhO4dvr6+d+/e/anFNmLEiJCQEJHF\nX4LGoG3btnVqzxN7BhRXV9fmhBM8MCTYdyLH/jS0jkr+96aN8nD5fD6aTBIQ/IZUV1eLqA3X\nG2HzLjY2tlevXoKahzXSunXrNWvWICk0cchksoaGBkhhVjYG8mnYDRkyxMnJycPDw9zcXJr2\n06ZNc3Z2rrHk3LRp0x48eNCjRw/44bHjcrkfPnxYu3ZtjQVAFRQUHB0dhT12K1eu3Lhx4+zZ\ns0Vadu/e3dvb28zMjMPhXL58effu3b6+vnVyBRP8EvB/PIABYNasWZ06dfLy8mruQRH8i5ub\nm/Bdoh4pEoVVNTxXRHx1EhwCOI7XqZYRhye6dnzz5k3pDycg+KVJSUm5c+cOKuRTVFRkaGio\np6eXnZ3dkD6F596Ic+fORUdH+/r6/jRUozYwDIuOjv748eOSJUsaMrb6IZ8xdrq6umFhYXU9\n6qf+WGTYVVVVsdnsrKysjx8/2tvb/7Tbnj173rx5UzzOD8MwX1/fKVOmbNy4cdiwYRKirwha\nOAcPHiwvL588eXJ2drajo6PoQ/2H+iUATJo0adKkSbI9e1RUlIqKCpF2Uz+2bdsm8Ourq6tb\ntG4V/fWbSBt9FeWc/4bQ/ZQabyYYVnPJiZ/eeYzUVDPL/1+oEIX9odsRj8fLycl59uwZUU+M\nQO7hcrn9+/fPysrasmXLxo0bMzIyioqKACApKUm2GsKenp6fP38ePHhwQ6LelZWVO3XqJMNR\nSY98GnZ1BZnnjo6Okpuh31hVVVVfX3/QoEHSWHUAsGbNGi8vr9r07aysrK5fv17XARM0NomJ\niRMnTnRwcDh27JjklvHx8cjXu2vXroqKCn9/fxEbHT22Jcz82Gw2jUar3zijo6PRnCEhIYGQ\nqK0Hjx8/FryuqKiILivTV1PNKf9PuWeUGPHTLApBGxqJxMXxuibSIugUCpvHEzlWRKkYDUMg\nec3lcp88eUIYdgRyD4lEQnXz0PPU1tb23LlzHA6nf//+DekWzZGEbbguXbo8ePCgYYNtTuRz\nKVYCiYmJBgYG/fv3F46oU1FRcXJyEhQXqg3kicEwTE9Pz83NTfqT1kO1mKB5CQ4O/vDhw/Hj\nx3+qlWNqamphYWFgYIDCLsWX1WpcaCsoKLCysnL8H3tnHg9V+/7xezaDMRgi2UKkVFRCJVpI\ntJF2KS1Ii7Shfd+epO1JFC3SJirtUZIiFJUQiWTf98EYM3N+f9zfzm+eGaaxJOm8X716mTPn\n3HPPzJlzrvtaPpexsYWFBY1Gu3PnTquDBwYGrl+/Hq5KWwVahGQyua2kTwzhgcY3j1UHfgRS\nf2rVkYkEvymT8Dgck8Np1aoTxtJjsFj8xwq2EUkk0k8XpRg85OTkmJubb9q0Cev19weBx+Pf\nvXv38ePHDRs2wC329vbLli3j3qe5uXnOnDlz586F4VphgJfo3iRJ8dfdDGJiYoqKioqKigoL\nCwcMGCDkUenp6bKysvLy8uiqvV1pMdyEhoaWl5c7OjpC8RSMnom9vf3Hjx+NjIxgAqwAxMXF\nP3/+zOFwioqKCgoKRo8ezbMDuh7g3hgXFwc1dCgUSmNjY1xcnK2tLc+B9fX1zs7OTCazX79+\nnp6erb76iBEjUlNTKRQKVhfZMYyNjWNiYrpkKDYHKW5oaMsII+Bx7PYJ2AlLS0vL0aNHsfTc\ndhESEhIZGRkZGenu7q6goNCBEfgTszC6AUlJSShNx8+DBw8QBJGUlIRBsJUrVwr5o/hpUOWP\n468z7BYuXJiZmamlpSW8VffixQszMzMJCYns7GxhwjEC+Pbt29y5cwEAFAplyZIlHR4H41ej\nqKgovD4wDocjEAgqKiqtNpOFC0Ge5aClpaWbm5u0tLSRkdHbt2/XrFnDfyCVSp0+fXp8fLyF\nhYWAV8cisJ0BClV2CSwOZ8/rePg3EY9ncTgAANwPhx+PVdexKwkeB/B4AotPAEVTU7NDU/57\nmTt3bkRExPDhwzvcja3VBRvG7+L9+/cwjBYRETF//nwAAJqcgCBIWlqatrZ2W84UzLD746FS\nqfxNP6uqqtCGsPw0NDQAAJhMJpPJZLFYubm5IiIiWVlZp06dcnBw4PHoCK5xk5GRkZKSggp2\nnXsfGH8M0KTj6U1MJpNPnjwJ/7aysmrrWCz/8lfT+ea8qA3HDbqlVdutw9YABwEiJBK/YSfg\nFMJoFXV19Q4U2HGDmXQ9ir59+0LdHyUlJQ8Pj+rqajRx+cCBA7t27bK0tHzy5Emrx/Y+t2vv\nCSrzk5SUVFVV9dPdAgICZGVl0Z5g/EyfPj08PPz9+/fKyso1NTVVVVUlJSWHDh1av379P//8\nw73n3Llz5eTk3rx5AwD48uVLfT1vss6zZ89qa2sZDEb3S1Fj/C6gYYfdBnom/D/SdkHE4zVp\nUuhDAg5noz1AXVqSKDBfB0EEdKb4Ca3KbQrumISB0etRUlIqKCgoLCyUlpbW19c3NzdH66Kg\n7H95eflvnWC30gsNu5SUlMzMzGvXro0aNWrEiBE/zaBMSUkBAHz48IFOp8MmITx8+PChrq4O\nil1JSUlRKBQajQZTmrijYAwG4/Hjx5WVlZcvXw4NDR00aJCenl7Lf+VGhw8fLiMjM3DgwLZk\nUYuKitr3bjF6PDgcrrKy8tmzZzCprsvppIbTX86qVasE2Nw/NcZZHE5GZTX6kI0gYV+yc2rq\n+H14EHlxQY1fBSDAUqRSqcrKyh0bFgOj1yAjI0Oj0cTExKBuPFqzuH///mvXroWFhbV1IH9V\n7J9O73knkOTkZF1dXW1t7ezsbAAAk8lkt9GQB2XHjh1eXl63b982NjYeMWLE4cOHuZ+tq6sb\nP3783Llzb9y4AQAgk8mDBg3S0NDYvXt3RUWFvb09uqeoqOiVK1cGDRrk7+9/5swZeCyPWaml\npVVSUpKRkdFqSv66deuUlJS2bNnS0XeP0ZUcPXrU3t4+Pz+/k+MgCFJQUJCTkwPPiq7Fzc1N\nWVnZ3d29y0f+S+jbt29bzjMZKSm9vnLoQ3xX+FyVpSRIbd8/cDgcfBURvn3ashQBAPX19WVl\nZZ2fGwZGL4BGoxkbG/fp0wcVCpCUlLSzsxOw+OlkQWQPpLcZdmj+48WLF0NDQ9+8efPTfjty\ncnKbN2/W1dWFuXQ8oRlRUVFJSUkAAMyxRb97PB7P3ypk9uzZWlpaAABFRcU7d+68evUKtorn\nhkQi8ZxA8fHxCgoKdnZ2mZmZAICMjIx2vGGMX0NlZaWnp+e1a9cuX77cmXHq6upu3rwpJiZG\no9G4lwFdxdevXwEAQrbOw+DH3t7e2tpaTk6O/6mq2trs2v+/GvxUl06AxYbyvrispW0TDfmh\nfsdsTx43DofrsA4iBsYfR2hoqLW1dVvZsfX19VFRURUVFe3NoexNmXa9rXhixIgRBw8e3L59\ne25uro6Ojrq6+k8PgfKweDw+MjLy48ePJBJJX1/f0dFx1apVAAAREZGMjIyKigqeodqy7i9f\nvvzy5Utzc3NoDgpDZGRkaWlpcHBwaGjotGnT+GUvMLofWVlZBweHjx8/tkuwkJ/jx4+fO3cO\nAKCpqcnffaTz+Pn53b9/f9asWV0+8l8ClUrNzc2l0+kDBgyorq7mycpt5nDweBxHOJkSARYb\nAKCfBKWyicFks9vqP9FhEAR5+/Yt1lkY4y9h+/btmZmZoqKiwcHB/M9SqdSLFy++f//e0dGx\nXcNiHrsezaZNm/7555/r168LU3m6adMmCQmJo0ePAgD69+9vbW199erV9+/fc1fOUqlU1KpD\nv3uek4DJZK5du9bT05NGo9na2gpv1QEAoAAKh8NJTk52dXXt2tYoGB3m8uXLHz9+bEszSUhQ\nVR1+322XoKqqunbtWuyc6TC1tbXp6elNTU3Z2dlVVVXQ447CZDKJ/y1n5r/200TJBDxe4mc+\ns4rGJmNlxcGyMk/mz7owbTLPs33ExShtjED476WGX7KBQCBMmDBB8KtjYPQa1q5dO2TIEAFN\nOBctWuTt7S1A6YKH3qdc0wsNOzKZ7OHhIUxHTg6H8/Lly5aWlujoaHTjunXrLC0tDx482Ooh\nqGgFT6JlZGSkj4/P0aNH4+Pj2zvhgQMHHj58eO7cuUuXLm3vsb8IDQ0NHB87duzo2ldBEOTs\n2bPGxsaSkpJjx449c+aMAGd4SEgIDod7+PBh187hV6OoqGhtbT1w4MBf4a7D6Dw0Gm3evHno\nw6ysLAAAdxsPZguLe3+eExSHw1UzmtkcDv1HNm0rrUcAAAC0cDhRufnplVUzQ+6tePSsz39T\nROjMlgYmEwAgzi+19d8B+dW22Gx2Wlpam+8QA6N34erqmpqaKljdEwBAp9P//fffV69e/XTA\n3mTSQXpbKLZVTpw4ERIScuTIEe52ijdu3HB2draxsbGwsFi+fDm6ffTo0W2p3YD/5thxbx87\ndqyBgQGFQtHX1+/ADHtUwURLS0teXl6fPn14NJy7vPJu9erVfn5+SkpKFhYWcXFxrq6unz59\nOn/+PP+e5eXlq1ev7tpX7x6WLFlSVFQEe5b87rlgtML79+9hXRQELi3ExMQ2bNiwb9++nx7O\nvxQh4fHM/xZscfKpGHYAACAASURBVO+Bx+GYbA4AoPq/qiUM1v/Mx8b/1tEDvtw+NpstKSnZ\n2NjI+nGInp7eyJEjfzpVDIy/Cn9//40bN5JIpIqKCsExNPgrxnLs/jAOHz5cXl7u7+8PDbuW\nlhYSiRQREUGn0yMjIxsbG0tLSy9evCjMUG157KSkpN6+fdvlM/8t5Ofns9lsR0dHngLhriU9\nPd3Pz8/AwODVq1eioqJNTU2mpqb+/v4LFy6cOHEiz85r166FWkTdxvXr1xkMxtKlSztZA29p\naXn9+nUqlYoZdj2Tw4cPoxYSSn19/eHDhzvWHIIpsAyf+MPsYws9MoVCYTAYPJN0c3Pz9vYG\nACgpKbUq0oSB8ZcjISFBJBI1NTXFO6ox9OfSC0Ox/Gzfvl1GRiYzM5PBYGzevJlKpQYEBOzY\nscPNzW3ChAm1tbVhYWE/VUWBtOWx601ApZhf3aQIan8cO3ZMVFQUACAmJgZvVPxVqLdv3751\n69bQoUN/6Xy4SU5OXrRo0YoVK4SP/F69etXY2PjBgwc82y9cuPD06dOfNpzF+F201WWIxWL9\ntKC+Lcj/TcvjRrDZhyJKJMJBcDgcmUyGVh33xQcVL8R62GBg8JOQkODs7EwgEB4+fMidWdEq\nvc9j12utE250dXWrqqrevn0bGxv7/Pnz5ubmyMjIAQMGnDx58tixYxs3brx27Rqh7WsxN215\n7HoTsHum4F66LBbr4MGDo0ePplAoysrKDg4O7VXfffbsmZSUFHfm2ZgxY6SkpHiSFCsqKlat\nWjV58uTubK2rqqoqJycnJSUlvHV79OjRN2/enDp1iv+pzp8qZWVlwvRQwegArq6uRCIRh8OZ\nmppyt58ZOHDgokWL0IdtOVyJeDz/E8Pk+3Dvr9NHpq3DcQAoS0qMU1bqLyWpIPH/fgUGiyUj\nJgoAQBCksrISqrGgN56ampqbN2/CWa1fv17IRSlGuzh//rytrS2Ur2+V3mQH9D5gg5bm5mZ+\nfzw/whh2mzZtGjt2bLu842VlZTt37kQbYHQnvdY6ycrKqqmpgX+bmJg4OTmtXLlywoQJ586d\nc3NzU1dXf/fuHQBAUVHR29tb+E6LPFWxe/funTNnTmlp6S94B78NaNjFx8fr6+tTKJRBgwY5\nOTlxK6A2NzdPmjRpx44dBAJh/vz52traQUFBhoaGsbGx/KONHz++1UqU4uJiLS0t7rUUiUTS\n1NTk+TBdXV2bmpr8/f27M5RJo9Hy8/OLi4t1dHSEPGTr1q2mpqYbN25sa4cO3ways7NVVVWV\nlZWhZB1G1/L8+XMWi4UgSFJSEqxLgLJwc+bM4RaHExUVbfUMZHE4uP8a7iQ8PrG4lPvr/lxR\nhT6cM0hr8bDB0j86CiIAFNTRYwoKc2vrahjN3OMU0xvQv2tra1udvLe397Zt21RVVfPy8tr1\nrjEEw2az3d3d7969K0BUvPe5eXoT48ePj46OTklJGThw4E93/ulXSafTjx8/HhcXd+vWLeHn\ncOrUqQMHDsydO1cY47Jr6Z05di9evDAzM5OXl8/JyREXFycSiWhKvpGR0d27dw8fPuzj41Nd\nXd1ebwp6cScQCBUVFXv27AEAGBsbb9iwAd3ny5cvhw4dmjVrlo2NTde8n+4FGnbbtm0zMjKy\ntrb+8OFDQEBAWFhYQkKChoYGAODs2bNv3rx5+PDhtGnT4CHx8fFmZmZOTk5paWk897/CwsLq\n6mqel6DT6XQ6nb8cXUZGpra2tqmpCUbB7t69e/PmTV9f3/79+wue87///tvY2NiJN/0fPn/+\nHBwcbG9vzyN+IYCFCxcKU4gtgNevX7PZbH7divLy8ubmZgBAZWWl8PPBEJJJkybt3r0bQZCG\nhobHjx8TCAQ2m81kMuFqhEajwbO3qamJ50A8DqcqSf1eW4cHCHedqgZN+kvl/9yrokQiWhVB\nJhI1pCW/VteklFVwEMRQUaG2uZnFQVaPHHYkLqm8sZHBatPx1sJXUQEAgCHaT58+AQDi4+Pb\n6lKI0QEIBIKrq+uDBw8E/Kh7n0ZGL4O7VlIw0AwQYAxISEgcOnQoPj6+XcoVY8eOFRMTMzMz\n+2ksuMvpnYYdjFs1NDQ0NTXxJ07q6uoCAPT09DoQI4OHwECkjY2Nk5NTSkoKjzzsiRMnrly5\nEh4e/ocaduXl5XJycv7+/tbW1gAADoeze/fuAwcOuLq6Pnr0CABw/PjxcePGDRky5Pv37/AQ\nBQUFS0vLO3fu5Obmwi66gqmsrARcvfxQ4Jby8nJVVdXKyspVq1ZNnDjR2dn5pwPu37+/C3s8\nr127Nioq6t27d48fP+6qMQXz+fNneBmKiorise1Gjx794MEDUVHR0aNHd89k/ipKSkrQlTqT\nyZw+fXpERAQOh4OWHL89J0IgwDw5DoJ8r60b3lfuY+l/TjwG1+pcWlTkn4lmDg/CAQDiRMLX\nqhrYGYyAw0mKiLwtKgEAnP+Y5jFa3/3FawAADoeTIovUMJpxP2ppYQFHq76E5uZmDw+PgwcP\nslisP/RS05M5cODAgQMHBOyAmXR/Ovn5+XZ2dhoaGiYmJuBnX+jWrVvbO/60adNqamp+S1eY\n3mnYzZo16/79+yoqKvxdvwAAdnZ2VlZWNBqtAyPD5rNZWVnJyckRERHPnz9XUFDg6UJmY2Pz\n+PFjBweHDs7+d/Py5Uvuh3g8fvfu3Tdv3nz8+DGdToedTwsKClrt6lFSUqKmpoYafACAlpaW\n2tpadIu4uLi8vDz88Ol0Os/h8JOEpQZubm719fUBAQHC2N8BAQHQrQWZP3++MO+0LUxMTKKi\nouCvvfMIE7JBq/FbLcufPn16l8wEg5/Q0FD0bw6Hc//+fe5nGf8VJQF81Q/QqpMWJU9QVb73\n9RuCILm1deiz/SUl9eTlfKZMev497+6XrP9/IQASikrg31nVNYfj3sG/EQSBAVn0XPlppE9e\nXr6tMDEGBoYAHj16FBMTExMT8+jRIykpKX6FyM7zu3r99U7DjkAgzJgxQ8AOHbPq0tLSoNED\nvYA0Gu3kyZMPHz588ODBhw8f0N0sLS17WcoLkUgcPXp0VlZWeno6fO9WVlatOtJgyQWPzRcQ\nEBAQEAD/tra2DgsLo1KpoqKi/CHa6upqcXFxKpUaHh5+7dq106dPw+DvT+Fp/NVJw27v3r1b\ntmzpcFEkD8Jk4SgrKxcWFnI4nC4XC8QQjK6u7s2bN/v27cuT3CkuLt7c3MxTlwADtfyD1DCa\nSxua0C96nLJiTEERACChqMQ1IkpVknr3SxYRj2f9uHMgCFL/Q9CYzeFUNTFIeDwHQQRroLT6\n6k5OTgCAxsZGYRzbGBgYKLa2thEREXFxcSUlJS0tLb1pddQ7DTseqqqqDh06NHLkSDs7u86M\nU15eDo16ZWVlJycnGRmZ3bt3g/bE8ns+HA6Hw+Hg8XgePxlUhZCSkurTpw8AgEqlCoj+3L17\nF/3bxcXFyMho2bJl8GG/fv0AADgcTlFRMSsri81mo4XGbDb727dvioqKOBwuPT0dALBu3bp1\n69ZxjwztdV9fXxcXl654u23CY9XFxMQsW7bMzMzMz8+vvUMJmWStqKjY3pEBAOnp6Zs3b540\nadKmTZs6cDjG1q1b6+rqTp8+3adPHw6HQ6fTmUwmDoc7ffr0unXreBI3oV0l36ePKomQWPwf\nQzC+sAj9W1uWBg07AMDr/P/pkrA4HBIB38Ju3SvQwuHgANhtMuZgbAKLw5GSkuIumJCWluZw\nOPLy8rAxBoqYmFhTUxMej/9pEioGBgYP8vLyd+7cCQ8P37FjB51O71rDDkGQ32gp9tqqWG4C\nAwO9vb2XLVvG7yJqFxMmTDAwMBg4cCCFQhkzZsyZM2fy8vKMjY1bFbn4Q8nIyCCRSNxCDwAA\nDofz7t07UVHRAQMGyMjIyMrKQtUYdAcEQfT09DQ1NaH5YsOFhISElpYW+tDIyAgeMmPGjKqq\nqqSkJHSQxMTEqqoqGHaErQC5MTAwAABMnjx5xYoVgwYN6oaPgpuwsLCsrKwLFy50oL4JLgY6\noElRU1PDn+PFw8WLFx8/fuzh4dFqfj2GMJw9e7axsbGysrKqqorJZAIAEARZuXIl84dTjRt9\nfX0lFZWBSrxWOGq2S5PJG41GDqC1olzYllUHweFw+2LioVfP2NiYO4hTU1NTV1eHWnVwLUQg\nEGDFn5qa2pQpU4R8sxgYvQwfHx9DQ0O0L2hDQ8OGDRtOnDgh5OFTpkxxdnamUCjcl+jv378f\nO3YM1hF2gI8fPyooKEyZMuV3FU33TsPu1KlTdnZ2qIanqampnJychYUFTwS2oaHBwMBg1KhR\n/MlebaGgoAAT/HE4nKen5/jx4z09Pbt28r+XwYMHDxw4MCQkJCIiAm5BEOTo0aOpqamrV6+G\nd5TVq1dXVVUtWbIE/SWcOnXq06dP1tbWwq9RYHnRzp074SAsFgv2ooXt3SZPnhzwX2BDz3Xr\n1gUEBHR/y/NVq1YNHDhQQUHh/fv37T22Y7IIX79+7devn4qKCqra0yp2dnaGhoaenp5tCe1i\n/BS0KgWevSIiIjgcjs1mo0Y8t8jlrl27KBRKfHklz4mOAwCPw+EAqGluDkz+vH2s4SBZWn+p\n/2VMkggEAp/gnch/tTM5P4okpKWlbW1tWzUrIfAnw2azk5OTAQA5OTmwqgkD4y/k2LFj7969\nQ4UvwsLCTp48uXHjRuH1oeCqmHvR7ubm5u7uvnLlyo5NKTY2tqysLCIiogtL+tpFLwzFNjQ0\nrF+/HgCgo6MDbQV9ff3S0lJ+m+PDhw+JiYkAgPj4eHNzc55nQ0JCXrx44eHhwZ0xxq1jN3fu\n3PHjx8vLy7e0tLDZbNhB4U8Hh8MFBARYWFhMmTLF3Ny8b9++ycnJqampw4cPh9ouAAAPD4+w\nsLBbt269efPG1NQ0Nzc3NjZ20KBB6A7CMHz48EWLFl27dm306NHjxo17+fLlx48fHRwchg0b\n9iveVydRUFDIzMwEANy9e9fQ0LBdx8LbcLsMu5ycnGXLljEYDAaDUVJSIqBxxYgRIxISEto1\nHwweQkNDvby89u/fDx8ymUxU5QQWpaILGBwOp6GhERMTw334/wpXARggLaVJk478nheZm380\nIQmPw6FtXtkcjv3QQVdS0tGjaGRydfN/hOvg/tLS0ufPn4fLGBRlZWUPD48tW7Zwh4ZR+ToE\nQVJSUlDtIQyMv4p9+/ZdvXoV3vQBACYmJhoaGv379xcyPxsAAOVIuNdvurq69+/fHz58eMem\nZG9vn5ubq6urKy8v37EROkkv9NhRKBQXF5dhw4bZ2tqiG1v1JI0dO9bDw8Pd3Z2/OSmbzXZy\ncvLz8/Py8uLejmae4XA4V1fXvn37Ojo60mg0cXHxS5cuAQASEhJMTEyOHTvWxe+qGzExMUlM\nTFy+fHlpaWlYWJioqOju3bvj4+NRdRIJCYmEhIQtW7bIy8uHhYWVlZVt2LAhLi6OX75EMJcu\nXdq/f39FRYWPj09dXd2hQ4fQGoueBoVCOXHixPz58x0dHTs2QrtKrq5cuRIbG0skEoODgx8+\nfNiBxD4M4UEQhMcRi+a3QXNcSUkJfcgvPY+a7NJkcticGYnL7ZJK/l/NG153OAjCbdUBAFgI\ngvvvVWm14cjBgwfPmTOHW62QQCAEBgYmJibu3buXyWRy+2UHDBiAPhTc4xwD40+noKAgKCiI\nJ3yRkZHR0NCwePHi8PBwmKsDAFBVVc3Ozn7x4oWQ3aQAV24DugXemHju/ty0pRkOkZKSOnr0\nqL29vZAT6HqQng1cK48dO7Zrh21sbDQ0NNTV1a2urm5rHxcXl379+j18+JB746xZs/T19fX1\n9d+9ewcXBKhOnpWVFYIgsEhNQkICQZDc3NzFixcHBAR07eQxfgoOhzMyMuryYWNiYvbu3QuV\nz4Tn6dOn+vr6S5cuFf6QT58+jRgxYvPmzWhAPCkpqZ2T/Uu5c+cOAODIkSNC7h8fHw9jr+C/\nV3YUFRUV7ogMTH2TkJDg39NhmA7DwzV8wSz+p6girQfKUcOOgMMZDtSUkZG5e/cugiBo7Q6Z\nTJ44cSKqvMPT+QZl//79v/JD7RFAJZoDBw787on8jwsXLujr60dHR//uifx5wMyBvXv3Cn/I\nuHHjAACOjo7olqCgIACAsrJyS0tLJ+fj5+enr6//5MkTIfcPCQkhEokwha5n0gtDscKQkpLy\n9u1bAEBsbGxbIQxfX19fX1+ejdy9Yi0tLc+ePSsvLz9nzpy3b9/C5jNOTk5fv36F0r4XLlwI\nCgoKCQmxs7PrKu0MjN/IwoUL8/PzKysrecplGAzGpUuXBg8e3GryH4IgoJ0eu2HDhkEfUklJ\niYKCAoVCEaYxDkYHyMjIQLPZ0JCrqKgokUiEqbd4PP7KlSvo/nBnNCt34dDB74tLvlRWAwBm\naWsCAAitBQckyWSdPrJvi0sRBCESCKwfL4SG53E43Ptv31ksVmRkpI2NDTqT5ubmqKgoAEC/\nfv2Ki4uRH95BhCuyLy4u3p2dlDEwup++ffui/0Ogyn1tbS2LxRK+tQPUfODZiPwsDRr5b4nr\np0+fWCzWhw8fuFUdWiUvL4/NZreq+fpL6YWhWH4qKyufPn3KrTVqYGCwY8eOzZs3t7eaDP12\n8Xi8t7f3w4cPExISvLy8oqOjoQPPwMAgKioKxvtnzpypra3t6OiIWXW9g3HjxomIiIwZM4Zn\ne1BQ0OrVq6dNm9Zq2TU06QRcNVoF3toVFBQKCgoyMzNbdRFhdJ4FCxY4ODjwXJ2bm5thoRUO\nh1uyZElTUxN3/yjopIe3h9eFJZemWcCjZt95GJaZ/TKvEAAgSiRy23eF9fSEov+1uGDx1UcT\n8HgWh0MgEFRVVWF2HXdyCJFI1NPTc3JywuPxSkpKUG+Im8bGxt4kwYWBwU9wcHBaWhp3LxAX\nF5eQkBAo1yDkIL6+vpKSkvy9ywUbdkFBQTQajbtr6IYNG7y8vO7du8dz3WhqauJuqp6fnw9T\n/TIyMoScYVfxVxh21tbWVlZW3OWrOBxu//79Xl5e7W3ixu2xExUVnTZtmoDsSH19/YyMjH//\n/RcA0NDQcPLkyfDw8A69A4zfyadPn1atWhUbG3v9+vXq6uoFCxbw7KCtrU0ikdTU1ARkGbbL\nsLt3756UlNTkyZPr6+sJBEIHet9hCEl+fv69e/d4xGgQBMnPzwcA9O/fPzMzk0KhcF/6Gxsb\n+/XrB03tgurqAz/6RrA5nAVhj88mJQMAGCwW/L5HKvw8e5rN4QAANDU1c3NzTUxMLl68GBER\ngX7pLBYrOTk5PT29rKxszJgxWlpaZDJZTEwM3WHixIkqKipd8WFgYPRQCASCjo4O9xYymTxn\nzhxtbW3hB3n69GlDQ8PBgwd5uivBeti2pKyePHlSW1sLczxiY2M3b95cXV29efNmnh6Pzc3N\nWlpaSkpKcXFxcAsqVtWFfcyF5K+4YeTk5AAAYIpGQkLCnTt3OiAqBkEvpoIdsC0tLW5ubtu3\nb0dv54GBgRs2bLC0tOS26DH+CHbv3u3n5+fq6gq4Uiq5MTU1LS0t/fTpU6vrhPb66pqamsLD\nwxsaGp4/f+7u7t6xOWMIiZeXV6uCMoqKiunp6fHx8Xfv3m1oaOB5lk6n19XVAQDweHwhs4VM\nIGjQpCTJIgCA6uZmUSKRgMNBAZTjZqbzBmtpyUgT8XgJEdLsQVrirQnTEAiEjIwMCwuL7Ozs\nc+fOIQjCE7sPCQlxc3MLDQ2Ni4tbu3YtlUpFd+DpmYGB8VfBYDDi4uKEEfI8dOiQhIREU1NT\nYGAg93b+4gludu3atXr1algc6eTk5O3tDRsT8FBfX19ZWclisdD+mQMHDkxISIiNjR05cmQ7\n31Nn+SsMu0mTJgEA1NTUKioqJk6cOHv2bO7WCMLDYDDQ716wYff8+fPTp08fOnQoPj4ebhk2\nbBiZTB48eLCUlFQHXhrjN2JtbU2j0QS3KaPRaIJPCf5g2atXr4yMjHgKryoqKhQVFYOCgmAv\nAexs+dWsWLFCRkaGO3cHUlFRISEhUVJSgn7vFAoF/oHD4dDIuLa2dnJuPgLAcr0hdc3/Ezdm\nsFhsBEEA4CDIntfxFBLpa1UNi8NpbGH5TJl4aPxYeCrguU4JNpvNZrOfPXt27NixJUuWUKlU\nuIbE4XAEAgGeWjdu3Bg6dKiMjIy3tze6PiQQCLNnz/5Vn07vpb6+3t3dnT+LWnjau2DD+EXY\n29uPHTsWCqAKZsiQIefOnbOxseGOq4IfcidtSYEOGjTIx8cHWhFWVlbi4uIWFhb8u/Xp0yc8\nPDwoKGju3LnoRkNDw7Fjx7br7XQJf4Vh5+fn9+TJk3v37lEoFBgsU1BQaO8gy5cvl5KSQo1x\nwdGxMWPGjBgxYty4caipbmJiUl5enpSUdO3atdevX7f7PWD8PpYuXVpVVdVhJeq28p8uXrz4\n9u3bw4cPc28sKCioqamh0+kXL16Mi4tzc3Pr2ItiCImhoWFlZWVubu65c+e8vLy4rfPFixcP\nHz4c1Tk/c+YMbEmMIEhxcTEAQF5efufOnQAABADZ1hJ9pMjkl3kFX6tqxEjE/lKSN2yspMnk\nQ2/eIQAQ8HgqmQwAIODxOBxOV1fX2NhYRkbGyMho69at9fX1aGomm82WlZUVExPjcDi1tbVV\nVVVwcKj4yGazw8LCfulH1Cu5devWsWPHVq9eDfUpO8BPM+4xugeYPf/TJj0QOzu7u3fv6urq\ncm/k17FrC29v79ra2sWLF7f6rKmpqb29fXvzu34Ff4VhR6FQLC0t7969q6io6OzsnJeXB2un\n20V0dDSTyUSFpAV/edLS0u/fv3/9+jWZTEY3UqnUmzdvrlixwtLSEr06Y/QQEhISXFxcYK10\n1wKvF+Xl5cuWLePWS1u9evXkyZN5DLvhw4ffvHnz6tWrpqamixYtUlJS6ph3GUNIEASZNWuW\nnp7et2/foPcUGuKLFi2CtwplZWWoEldTU8NzQXd0dFy4cKGzs7PO0KH95OQs1PuLEAgkPOxA\nAXabjF4xfIiKJHW94UiviSYVjU0n337QC7ha1tgIAGBzOP0lJSwGa7M5HARBJk+ePHjw4Kqq\nqvPnz6OuQZSysjI4mZkzZ6LrhCdPngwbNoxIJG7cuPFXf0q9j3HjxikqKhobG3c4PZG7ngbj\nNxIUFBQcHHzx4sVOjiPkV9kT7Laf8gdMsat49OhRTU3NvXv3UIn5dnH16tUnT558+/YNVrgI\nL37IjYaGBoFAUFRUxIocexru7u6vX79OTk5GU1+7CujcTUpKKi8vLy0tffz4MdxuaGiIytRx\nA2N/tbW1MHcKdRJj/Ary8vKgx+uff/6BWwgEApvNNjExsbCwOHr06JUrV2g02pUrV+bNm4fD\n4Q4ePHjhwoVv374RicTNmzcDALZu3Tpv3rwruYW358w4/faDFFlksrpqdnWtJFnE9s7DsobG\n8sbGqNz8hpaWuMJi7pcm4PF0CcmBAwdqamr6+flBxwOVSj158qSnp2dubi7PVGk02qRJk3x8\nfAAAy5cvV1BQOHXqlKqq6oABA7rhg+plaGtrFxQUdMYsw0y6HkJ2dvayZcs0NDQ+fPjwR1hd\n3cBf9Cns3r27T58+dnZ2wuxcXFzct29f7njrmDFjxowZs2rVKviwY4WK48ePLyoqyszM1NLS\nsrCw8Pf378AgGL8CW1vb1NTUX5GuBNcAmpqaeDyev6K2LaSkpCIiIr5+/Sr8IRgdoH///jY2\nNmFhYbAzGACAzWZPmzbNyspKS0sL6tVVV1fLyspC7/u2bdsyMzO/ffvGYrEaGhpoNJqampql\npeXjx4+9P6TuiY4FAGw0HHnzc2YRnU4TJQMARAlEqoiIOInYzGLj8Th5cfEiegOCIFJUalFt\n7fLly2fPng27TWhoaLx69SoxMbGqqkpUVBSaeqKios3NzQiCVFdXFxUVkUiklpaWW7duqaur\n79y5U1VVNSsrC+sU3AF+o2WGIEhubq6amtrvmkBvIjU1tbGxMTMzs7Kykj9ZVniElxr18PCo\nrKz8999/W62l6wn8FaFYyJAhQ86ePStMEPby5cuKiopGRkb8T3HLnQgYIT4+fv78+a125paX\nl4+MjMzLy7t69Wr3V0FjtMX69eurqqqgD6YDIAjSVngdLiKHDx9eUlLSLiHZsWPHOjg4cEfz\nMX4FoaGhHh4e3MlSjx49cnBw0NXVFRERgT957jUYvAFQKBRlZWW4xcrKqrS0NLqsEla8Hn/7\nnsFiAQBUJKn/TBy3cIj2nS9ZjS0sc3XV6ZoahfV0BEGMlPpVEUiZmZlbtmzZuHHj1KlTAQDf\nvn1jMBhVVVV4PB6KL9BoNAaDgSCIuLi4oqKiiooKrP6j0+mwuVlFRQXmOvotdCbHzt7eXl1d\nvcNXGwxuFixYcPz48du3b3fGqgNCG/qpqaleXl4XL1588OBBZ17ul/IXGXbCk5WVBQDIzMwM\nCQnhsb2ElDs5cODArVu3Nm3a1OqzTk5Ojo6O58+f77H2PkZ7mThxoqysLE/vdgg07LAYQc+E\nw+G8ePHi8uXL6Bb4TSUmJsbExMB1uaGhIdpVLC8vb+rUqY6Ojrdu3YJbLly4MG7cuIKCgujU\nNCpZBACgRJV4vXjeeFXlT2UVJ959qGMy65hMAEAdk3n3SxYAgEwkTh06uOXHjeTBgwc8QXkO\nhwMNOyh5TSAQlJWVjx49Cms1AADOzs4xMTFwT2x9+FtoS3g8MTFx2LBhW7duFXAszK+AOlwY\nnURUVHTDhg3Tp0/v5DhCGnaDBw+eNm2akZGRubl5J1/x14EZdq3g7u5+9uzZPn36zJs3j+f3\n+VOPXXV19eXLly0tLTU0NNpqGK+oqOjv799WZQ3Gn8iHDx8AALdv3+b35wtfcoXR/dy9e9fC\nwoJbXZLFYklJSe3evfv169eXL19esmRJeHg4hUJhs9lNTU0jRoxYuHDhhw8foLuOTqfv2rUL\nfukcDqeU5aWEOAAAIABJREFU3gAAWDtS711xaUp5BQCgrrm5ltFsrqZKFSGN/+HhkyKLeL2K\nYzKZenp6AABxcfHly5evWLECvWI4ODisW7du8ODBZDJZQUFBS0srMzPz9OnTsFMtAGDYsGEw\nBdPDwwPWdmD0EEJDQ1NTU0+fPi1AWS0oKMjPz8/Pz687J9bLKCoqWrBgwaFDh7pqQCFDsQQC\n4eHDh/Hx8bKysoL3PHfu3MaNG2Hrs24GM+xaQUpKatWqVVAShUdIDLXnUlJS1NTU5s+fz7Ni\n27p167Jly3x8fLKzszFP+9/D6dOnlZSU1q9fz2/xY9VzPRlocJNIJG7Le9SoUe/fvzczM3N1\ndXVzc5s8ebKpqemRI0dQKeOkpCRYQhsdHV1UVAQAwP8ohsUBcCQ+ccPzl1VNDABAYwtr4b0n\nkd/z6pkt1z5nQO26soZGelNTWVmZr6/vsmXLLly4EB8ff+HChX79+i1btmzq1KmBgYGnT5/O\ny8s7fPhwXl7ev//+a2FhsXv37hcvXty4cePDhw9r1qwZNWoUkUgcPHhwt39mvQFnZ2cVFZUu\nr5QCADg6Os6ePfvEiRMCEh81NDRWrlwpJyfX5a/+93D9+vXg4ODt27dD7aHOABsWtKud908p\nLS11cXE5ceJE58t1OwAWHmqT58+fZ2ZmwiU1Cnr1f/HiRW5uLpS/olAosbGxI0aMkJKSUlJS\nAgAoKir+hhlj/D4cHBwcHBwE7IAZdj2TlJQUAACLxYIrtP3790tLS8MuI/ArKy0t/fr1KwAg\nMzNTU1OzublZXFycSqUuWbIkICCgrKxs3rx5VCrV29t70qRJaWlpMiIixfX1YkSikVI/Ig73\ntqikhN4IF381jObXi+fmVNcte/yMxeE4ODi4urpCbUsmkwkAePbsWXx8PHqRaWho2LhxI5lM\n5nA427ZtGz9+PAAAFtO8fv36/fv3HA4nIiICK69pLy0tLdevX29oaLh//z5/62e4Q0BAgIqK\nSgcCfJqamqGhoV0xTQxBzJgx49q1a3p6ep1MrROSe/fuubq6Ll68mL/VbKvIy8tbWFh8/vx5\nwoQJv3hqrYAZdm0iJibGY9UBLo/dkiVLysrKjIyMpKWlt27deuTIET09vY8fP+7cuXPevHma\nmprdPl+MHgomZNqTgcFNBEFg3auFhYWBgQFMekMQZObMmcbGxg8fPgQAXLlyBR4Cc9piY2P3\n7t0LAAgLC1NVVR08eDD0HBQ3NwMAaGLkQTLSJspKDsN08urrD8QkAADqmcyk4jKnEcMCy6qb\nSCRvb29jY2MAgKioKIvFWrFixbdv3wAAbDZ70qRJL168AAAQCIQvX76cPn2aSqUWFBSgUdfo\n6GjoYHj9+nVJSUkHFNf/Zkgk0rlz56Kjo9euXdvqDmFhYatXrwYA5OXlYX14eyba2towAabz\nwNu64ILI0NDQ/Pz8CxcuCGnY4XC439ga/u8KxXI4nP379x8+fLgDd9mysrJz587BBpHgR54c\nzIlBM2zgU9ra2lhCFQZKW0nWkISEhLS0tO6dEcb/4+bmBi/oUEzkxo0bOBzu5s2b0IR6/vy5\njIyMiYkJrHOaNWuWgYEBAKCxsXHv3r2SkpJUKnXEiBFBQUHQqoPRNwIOV1TfEJiS7vjkufOT\n5+b9VXymTNSSkZYii6RXVk29da+4oUFbW/vz588aGhq6urp1dXXwJImMjJSQkFi5ciXasUZL\nS2vGjBkkEklTU1NEROT27dt37txpaWmxsrKCO2RlZbXauRJDMIsWLTp//jwMsPCjra0tJiam\npqbWp0+ftkbg/0UvXbpUQ0MDayz0xwF984INOw8Pj0WLFv0paZG91mPn7Ox879694OBgbkfo\nq1evdu3aBQAYN26ciYlJuwZ0d3e/cuWKnJycqqoq+O9JsG/fPjMzs+HDh4eGhmppafH7+TD+\nZuA9G6ZxAABiY2PDw8NdXFwUFRUTEhJGjx4tJib25csX6Bhobm7G9E26E1FRUR0dnbS0tH79\n+g0bNszFxQUA4O3tPW7cuOjo6IaGhs+fP7969erbt2/Hjx/38fEZMGBAdHT0ggULcDgczK7L\nysoaNWoUHA2WsspLUJgsVmUTAwBAxOMH0KRHK/VboTf0Y0n56Cs3AQBiYmKpqakhISHoQpFE\nIsEWYSYmJn5+fmjBXUZGBoVCKS0tbWlp0dDQQFuZXb9+HX0Lo0eP7q5P629BV1e3tLRUVFRU\nQJ4cT3JFY2PjjRs3mEzmo0eP2ntzweixPHv27MSJE25ublOmTLl69ervno6w9E6PHZvNDgkJ\nKSsrQ2MoI0eOvHfvnp6enqam5qBBg4YPH97eMTU0NAAAMjIy8CG3YQcjOI8ePZo7d66RkdFv\nqYLB6LHAmz38HwBgb2+/f//+AwcOAC4NFOji3b9/v6ioaBfWeWEIg4+PD4IghYWF5eXl06dP\nnzNnzsGDBx8/fmxvbw8z22xsbFJSUmCZQktLi5iY2NatW9GIzIYNGz5//kwkEolEIoVCkZeX\ndx0/7v3yRftNxyzQ0b4/Z+a5D58ufUoDACQUl8BD4MkAjQb4/44dO1xdXUtKSqD45fTp06F9\nj8PhAgIC9PX1vb290STxsrIyc3Pzbdu2PX/+PD4+XlVVFQv0dzlUKlWw7DNPUZS4uLivr6+j\no+OaNWt49szIyEhKSvpF88ToPDyXaG6OHDny5MkTmHTRKlVVVXPmzPHw8IAP7e3tx4wZgzaY\nLi4uvnr16m/oIIr0bKCfY+zYse098Pbt26tXr87Pz0cQxNDQEAAwefJkBEE4HE6HJ/P9+/dd\nu3bp6+vr6+tD1VBuoFyhvLw8nU7n3h4XF9evX79FixZ1+HUx2gsOhzMyMurOVywpKdm+fXtk\nZCT/Uy9evNDX13d2doYPly5dKiIicu3aNfjw06dP2dnZ8O/JkycDAMzNzREEqaurc3Z2PnDg\nQLdMv/dw584dAMCRI0eE3L+6ujowMHDy5MkTJ05Er4pKSkpGRkZ5eXkIgsCgp7Ky8oMHD7y8\nvFRUVGAv13Xr1h0/fnzIkCHwVw9+3ONFRERsDEcxPFzhv6CZlnDMNKclha6O9kMHqykrw2Wh\nkpKSi4vLokWLsrKy+CfGZrMfP3785MkTKpUKALC2tp4xY4aZmZmenh48nEAgrFy5EjYnvHv3\nbld+iD2S+/fvAwB6zi/C399fX1//5cuXgncrKioSFRUFALx586Z7JtbzgauXvXv3/u6J/A8f\nHx99ff1Hjx7xPxUcHKyrq3v9+vW2jr106RL8gX/9+jUvLw/+vWfPHhcXl/DwcAsLCwBA99/9\ne20o1tbW1tbWFv69ffv2s2fPenp6gs4VJ/bv3x911PGPM3369K9fvyooKPD08I6MjCwuLr59\n+7afnx/WIra3cuLEiX/++cfPz6+srIwnV4MnFHvp0iVfX194rQcAwAAc5OTJk9euXYMCh/fv\n3z9//jwAYM6cOdra2t3zLv5C3N3dAwICxo8f//LlSw8Pj5s3b5aUlNTU1JSVlZWXl1OpVHt7\n+7S0tLy8vBkzZjg4OOTn58Pfvra29urVq7W1tXft2rV06dK8vLxHjx7l5+fX19c/TU7Ry852\nHj5sjb6evoK8PEVcSYKiKkUl4fGepmNe3o+Ap0RhYSFM2TE1NfX29k5JSTl8+DDaGgePxx89\nevTly5fw4YcPH3Jzc6HGHnpGPXv2DHqVMKnzngzq28vLy4uLi5s2bRp2I+hRwCt2q7bBvHnz\nWpWdR7Gysho/fry6ujqsmNy+fXt2dnZaWlpISMj9+/cnTZoEAOh+XZtea9hxM3PmzJkzZ3bJ\nUOg9u9VEy1aLYR0dHYuLi42NjbEfcy9m7NixoqKi5ubm/CcGv0gSatXxoKOjgwb4JkyYMGzY\nMBUVFdhFFOMXAa/mWVlZ8fHxJ06cgOEYKC0bGxtrbGwsJSX17NkzAwMDERGR1atXs9lsc3Nz\nS0vL/Pz89+/fGxoa3rx5U1NT8/jx458/f0YH/VJZ7ZOU3F9K8ktl9Qq9IesNRuIAuJCcuuNV\nHBNPAACQyeTm5mYVFZX+/ftnZGT4+voCAGbPnj1v3jwOh+Pl5SUmJgb7E0AqKipycnJmzJgh\nKSmJtpo4evTouHHjKioqoOMQoztBhKt279evX3JyMp1OHzFixPDhw5OTk52cnOCaDaPbuHXr\n1s6dOz08PFasWMH/bGeaA/Xt2xddfQEAYI5NcHBwZGTk/Pnzvby8PD09u//n2ZsNu7y8vKio\nqJkzZ9JotK4aU7Bh1yqZmZnXrl0rKSlZuHBhV00Do6cxc+bM2tpatDEAN9CwQz12QqKkpPTp\n06ef7rZnz54LFy74+flNmzatXeNjQHR1dQEAhYWFKSkp3Ek2J06c0NDQYDAYDAZDXFy8sLCQ\nRCJJSkoGBQUBAOLi4saOHQsAoFAoDQ0NDx8+tLa2vn379qhRowwNDQ8ePEil141XVJhz5yEc\njYjDn/uYUstobmazcTjcrFmzOBzO+/fvV65c6enpuXz5cribgoLCmTNnAACTJ0+2sbF58ODB\ny5cv09LSoGNvzZo1sIB60KBBRCLR1tZ29uzZAIDu0fHC4EEYjQwIujaDvQp+2rEAo8sJDAzM\nzMw8e/Zsq4ad8F+lkMyfP3/+/Pnw76FDh3bVsMLTmw27BQsWxMXFde3yCHWqC38SREdH19TU\nPH36tLGxEYuY9GIqKipCQ0OnT5+urq4Oz5O1a9cWFxfPnz8ftmwvLCxsS16hw1y5cqWgoCA4\nOBgz7DqGnZ3dmzdvwsPDAwIC5syZU1NT8/z5cwkJiYULF8rJyV2+fFlUVHT9+vUVFRVXrlxB\nZeSgZDH44duzsbF59OjRnTt3YmJiZGRk8vPzqXj8uNH6XglJRDxenEiQp4iXNTQCAAh4PJvD\nYTAYT548AQDs2LFDWVl5yZIlISEhLBZLWlp6woQJHA5n1KhRISEhurq6a9eubW5uHjFixLNn\nz1DZ24yMDFlZWTRfG+O30IGsnsePH2dmZnJnX2B0D1u3biWTyWjH51bB4XAfP35ks9n6+vrd\nNrFfRG827Pr16we6ugkErF5s10965cqVtbW1xsbGmFXXu9m4cWNwcPC+fftwOFxwcLCysrKP\njw8AQFVVNScnh8lkbtu2LTAwsGtf9NSpU6GhoVu2bOnaYf8eZGRkbG1tb9y48fbt27dv3wIA\n1NTUVFRULl++bG9v7+Dg4ObmhhbX79+/HwDA4XCgerCEhMSdO3emT5/OZDKzs7MPHToUHR2t\nrq5Op9PpADSz2BkrHaRFySQ8XpxEauGwW9icLS9jAQAaGhqenp6nTp1iMBh9+vRRUFDYvn37\nzp074+LiCgsL5eTkvL29N2/eLCkpWVZWRiaTnZ2dYV0eXFKy2WwKhUIikdhsNiaZ+QdBJpMx\nq+63MG7cODR7lR8YT8/LyzMzMwMAxMbGQn98B/j48WN8fPzChQt5mpF2M71T7gTi4eHh6+sL\nheu6Cv6+nyUlJYJL2eXk5Ly8vGxsbPifSk1NPXXqVHl5eRfOEON3AUscampqKioqoqKitLS0\nlixZYm5urq+vT6VS8Xh8hy8W/KCZPTNmzAgMDMQahnaGGTNmeHp6QsFhAMD3799fv369ZcsW\nd3d3AICamhoAQFZWFha1AABcXFwCAwNxOJyZmdnkyZOnTp2Kw+HOnz8Py1dzcnIAABJiYv4f\nU0h4/JuCYuV/Axbff7p6pN5ivaFUKlVUVHTOnDlHjhyBzcqys7OHDRt2/PhxAICWlhaJRKqs\nrITZ1jQabenSpQMGDEhNTT18+LCmpmb//v1hTN/a2trMzKxv377Jycm/5UPDwOg1wN8UelsX\nJtmuqakJ/buoqCggIKCkpITD4UyfPn3VqlW/XTO81xp25eXlEydOXLVqFVQh6SoIBEJWVlZi\nYmJkZCQAgMFgDBs2bNSoUR3zxMybN2/9+vWbNm3qwhli/C727t1bWFgYFBS0ceNGV1dXHA4X\nGBj47NkzCQkJNTW1WbNmOTs7v337Fm0k3xY3b97U0tJqK3+AxWIZGRn179+fO7MeozOQyeQj\nR47cvn27rq6ORCIZGBjAKihdXd2IiAhPT88RI0acP3/e398frsESExMBANAvW1ZWBgUvPn78\neOLEicjISC0tLRqNRm9qepaTF5LxNb6wuInFevE9n8Fm5zc2aWlpHThwwNTU9ODBg35+frt3\n716/fj34cWtRV1dXUVFRUlIaO3bs58+fExISbt68+e3bt0ePHi1ZsuTr16+hoaEwBJGbmxsT\nE1NZWRkbG/s7PzsMjD8fuE7u27dvRkZGeno61EcTgIeHB5VK3bdvHwAgKSnJzs7OycnJxcUF\nj8fDS8fAgQO7YdoC6LWhWHFxcTExsaampq7NVEUQpL6+nsPhhIWFmZmZsdlseEWGPbzbi46O\nTnp6uo6OThfOEKMLYTKZpqam1dXVjx8/HjBgwE/3V1RUXLhwIU+VDLxqEAiEc+fOrVq1CvaS\nEpCjGRQUlJWVde7cOWdnZ/5n8/LyYMQwNjYWOpMwugRYatrS0uLr6xsREUGlUletWmVra9vS\n0pKdnb1kyZKGhgZxcfG9e/eePHly0aJFM2bMIJPJW7durampERUVXbVq1YABAzw8PERERBYs\nWHDnzh11EmHOIC0ygYDH4dSkJDV8LlLFRGXU1FVUVKKjo3fs2AEAEBcXh6fHoUOHjI2NSSQS\nTLUuLi6G3QvOnTuXlJS0fPnyxsZGd3d3eXn56OhoLy8vY2Pjjx8/4vF4Ozu73/qxYWD0EhAE\n+amwVEtLi4+Pz927d9lsdkxMzKdPn9CuM7AlVWRkZFlZGUwD+430WsOOQqFkZWXV1NSoq6sD\nAF68eEEgEMaPH9/JYUVERIhEIpPJhN2EKBTKu3fv8vLyOjYybI+BFbX1QFxdXXNzc93d3RMS\nEgAAb968EcawaxXUw89gMAAAzc3NHA5HgGG3fft2cXHxVq06AICGhsaZM2cKCwthRSRGVxEZ\nGbls2bLhw4fn5ORs27YNACAmJgZFcQ8dOnT79u3ExESYgmNqapqfnw+PggWPs2fPPn78eFFR\n0d27dwEAgwcPptFoQymiZAJBTlxsj8noq6npVQxGFYNBVWpRUlIaPHiwuro6PA1qa2urqqrW\nrl27Zs2affv2PX36lMFgQKsOilTDFwoODj579iwAQEJC4vz585cuXYJ1G2fOnIE2IgYGRscQ\nplcs5P79+xs2bAAAODs7b968Gf4GAQAvX76ENgCBQPjtVh3oxYYdAIBGo0Ghkw8fPnQ+KRKC\nx+NlZWXLy8tR0cIBAwZ05paPWXU9kO/fv0PViZkzZx46dKimpqa9VlRoaKi/v/+mTZssLCzQ\nvMw1a9YMHDhQV1dXcA7H2LFjBZ+l/D2LMDqPqqpqUFDQihUr8vLyxMXF5eXlx48f36dPH3Fx\ncXV19aioKPBjUc7Nli1b7O3tlZSUXr16debMmblz54qLi5uZmd2/fz+DyRQFyDEzUwCArbZW\nXh39U0NjPp6koKAgIyMTEhJy/fr148ePo32rfHx8Xr58GRcXB3P1rl275uDgMGHChOfPnwMA\nTExMhgwZ0tTUdPr0aQKBICUlRafTGQwG1sAQA6OT/FTuJC4uLiEhYfny5UOHDpWUlJSRkTl8\n+DDsL5qWlkYikXqa2mhvNuxQpKWlAQBkMrnzhSp4PF5RUVFHRwdVqcHofaipqTk7O3///t3a\n2ppGo61cuXLNmjXnz58X3DuSm/3793/69InFYnEbdiQSaerUqb9y4hidIiws7OnTp/Dvmpqa\nqVOnIggSGRnZ0NAAN16/fh068yCurq5fvnyBhRR79+6FpbIqKiouLi4UCoXV0qLfry8AIL2y\nau/reAQBb0rL+igpKygoRERETJkyhUqlWllZmZmZmZmZWVhYlJeXp6WlPX78GF5bPnz4wGaz\nExMTEQTB4XCKioqpqalqamqwbdGRI0doNFpOTs6yZcu6+VPCwOhlCDbsWCzWzJkzKyoq6urq\ndu3aVVJSIiIiglaj98xMql5bPMGNurp6QUFBTk5OqwLQFy9e1NDQgMoUPwV+nV2oZIjRMzl3\n7lx4eLicnFxcXNzFixcvX74Mb9tCsn79+lGjRnG71tolkZOamjpp0iQvL692zBijE0RFRf37\n77/m5ubQg04gEPT19b9+/VpZWZmcnKynpwfLVLkrWoqKis6cOfPs2bM7d+4kJiYmJSVBu59O\np8vJyWloaGy0MLPWGsBBkBm37oVlZt/7ml1eV19bW0uhUNCU3KtXr27atGn48OEjRowAAMjL\ny1ta/q+3rKen55EjR8LDw7nPnCNHjpDJZADAunXrZs+ePWjQIOg2wMDA+EUQiUQdHR0CgQCl\nasTExHq+xtDfYqAoKSm1Ffm+cuVKTk4O2spXAFu2bLl8+TKmHfVXYWhoOHXqVEtLS1NTUwDA\nvn37+vTpc/36dcFHLVu27N27d2i3YuFpbGwsLi6+evVqVFTU7t270RwOjF9HZGSkpaXlunXr\nTpw4Ab37y5cvf/78eWBg4JEjR2A3QrgmVFBQePbsWVVVFQBAUVFx/fr1VlZWVVVVRkZGtbW1\nLS0tly5dSkpK6tevX21trV90jMwJ32WPIgrq6QAAPA4nIy0NayOmTZv28uXLxMREaJZVV1dr\naWmtW7fu4cOHeXl5R48etbGxqaqq8vT0VFVVRf2FAIAFCxa8fv16xYoVUG3B1dU1Pj7+N3xk\nGBi9jlbX3nfu3LG1tT148GB5efmsWbO6f1Yd468IxQpm3759Pj4+beWqo2RmZv7zzz8AADU1\nta4VPcboyZDJ5EePHqEPQ0NDKysr79y58yuqEZubm7W0tIqKigIDAydMmGBlZcUf/N28eXNS\nUtKlS5ewktiuYsWKFUwmE4fD+fn5aWlpHTt2bP78+QsWLEhOTs7MzNy7d++lS5du3LgRHBy8\nZcsWCwsLMTGx3NxcOTm5EydOAADU1NRgI2B/f/+lS5fCMaurq+kMBgAgOq9wuqbG+9KyLWMM\nAytrYS4ODofjLrdycXG5desWkUg8e/Ys2tZMW1t79OjRcG3g7e29cePGmpoaFotlYGBgZ2cH\na2lzcnIuXLgwevTo7vy4MDD+dMrKyrZt26avr79q1SogsOvj1q1bMzMzW1pa2tJNYzAYx48f\n19DQWLBgwS+dc7v4Wzx2AjA1NQ0ODobVFQLQ1NS0tbUdMGCAlJQU5rH7azl9+rSLiwtUMBKS\nn7YJR3n9+jVUSiMSiVFRUfw9o2pra729vV++fBkcHCz8BDAEY2JiIiIiAutjcDjchg0b0tLS\ngoODMzIyOBxOU1PTuXPnFBQUUBWbpqamuro6+Hd4eDg0xfB4PHfe7dChQ+FVYqxSv1Dbad9W\nLZuspQ4AkJeXhzskJyefPn26uroaAACjqzgcDg6lpqZmYGAwb9482JcWALBly5b79+9DibuY\nmBj0DjRo0KC1a9f+6s8HA6OXcfXq1QsXLqxevfrKlSsJCQlwYdaqYefi4jJo0CAHB4e2hgoJ\nCdm+ffvChQvRSvmeAGbYCQsej799+/bu3buJRCIej79///6oUaP8/f1/97wwupUJEyb4+voK\nTph98uSJkZGRkB2K09PTFy1adPv27draWhsbm5aWFhcXF7TmmgcpKakdO3ZYWVnxSOVhdIbT\np0+fPn364MGDjx49ioqKwuPxpqamU6dO7d+/P4FAkJWV3blzJwAAh8O5u7t7enq+fv0aLYT3\n9PQsLCzU0dGJj4+H1awQeXl5aWnprWMNz1pOglvKGEzAZdjNmjXLzc3t4MGDAICzZ8+eOnUq\nISHBy8tLTU3t+/fvcnJyUlJS6Lfc0tISEhJCp9OZTOajR49gcwsAwPLly/X09LrjM8LA6GGc\nOHHC0dGxpKRE8G5fv37Nzc3l2ThlyhQtLa3x48c7ODhMnDgRrtNaXYFv2LAhPT19zpw5bY0/\ncuRIaWlpPT09BQWF9r+JXwUWim0faPmMr69vUlLS8ePHnZycfvekMHoWvr6+b9++rays/Gl8\nHwBw8uTJ69evR0ZG5ufn02i0hoYGW1tbAXoo+/fvZ7FYwjS9wRCSbdu2+fn5aWtrZ2RkwC0p\nKSmvXr0SExNjs9nNzc0TJ0708/Pz9PSsq6sbMGDAkSNH0GOXLl168uTJvXv3GhgYcI8ZFxdX\nWVkZV0TZTSbDLSUMBgAAvfrr6Ojk5OTAFQKbzV60aJGsrOyIESM+fvz4/fv31NRULS0tfX39\nN2/evHv3Ljo6uq6ubt26dZMmTTI2Nr5+/XpRUZGRkRFm32N0DwEBAZs3b+bvmoMgiK+v77Vr\n11JSUoYOHWpnZ7dmzZp2FYp1jPLy8o0bNwIANDU1BXTK/vz5M8yOTUtL416NDxkyJDMzMz4+\nfsyYMWJiYsLLHfAzZMiQ0tJSEonUDe9aeHqhx27x4sUmJibFxcW/YnBo2BEIhE2bNpmbm+/Z\ns+dXvArGH42bm9vEiRO52wXS6fSYmJgnT57w7zx79mx1dXUXFxcSiZSRkZGbmzt58mQBgy9e\nvFhaWpo77Q+jkygrK6P/Q96/f0+n0ysqKkRERPbs2VNTU3P58mW4rEebBXE4nJs3b+rq6n7/\n/p1/QW9gYIDH40cq/X8yLvTYobqVDx48KC0tXb58+aZNm2g0moKCAmwO5uvr6+rqCjVNkpOT\nDQ0N161bp6end//+/XPnzpmbm/fp0yc3N3f8+PGxsbH8wXoMjC6HxWK1FX9YvXr1mjVrcnNz\nLSwscnNzXV1dV65c2Q1TkpOTmzt3ro6ODlpF3ipoR9fm5mb+Z0ePHh0VFcVisQ4ePMhisTqc\nYSUiItKjrDrQ+wy73Nzcq1evxsTEPHz4sGMjrFy5UldX9/Pnz60+i3rszM3Nnz17hqnZYfBj\nZmb24sULtGc8giDFxcX5+fmt3oYtLCy+ffsGVwgUCoVfAhcAkJ2dDbNAOBxOeHh4Q0NDu7RX\nMATQ72CTAAAgAElEQVSzffv2r1+/RkREoFsWL168cuVKBEGYTOa2bdsUFRVXrVo1b9482E92\nyJAhzs7Oy5YtW7hwoZmZ2efPn6Edxs2MGTPExcU/lpZxfsR3ipsYtbW1qM8Dh8PBsOyNGzcQ\nBGGxWIsXL16/fn1dXR3qWpCWloZZdzNnztTR0XF2dqZQKPApFRUV9H8MjF9EcXHx48ePZ8yY\n8e7dO/5n09PT/fz8DAwMsrKyQkNDs7KyYHoSVPP+1dy6dSstLW348OEC9tHX14+JiUlMTIRy\nQvykp6fX1dVVVFS0tLT0NOOsM/Q2w65///5btmyZP3++gKC4AOh0+vnz51NSUmBrIH74lQyz\ns7NNTEygWxgDo1VkZWUlJCR4ovYHDx5cunTpT3NE9u3bp6mpaWVlBQDA4/HXrl3bsmWLu7v7\nL5zuX0ZBQUFKSgp3u2cKheLn53fhwoWdO3cymcympiZNTc3g4GBNTc3Y2NjPnz/7+/tfuXKF\nSCRSKBQnJ6f+/fvDClmUz58/0+n0F1nfoNYJAOBtQWFWVpaNjU1BQQH3nqiiTU5OzqlTp/bu\n3evo6AgtthUrVsC6Cnl5+a1bt+7Zs2fXrl2ysrL+/v4XLlzIysqCdfoYGL8ILS2tadOmoard\nPMD2PMeOHRMVFQUAiImJeXt7AwAuX77cjXP8CcbGxvr6+m09GxcXBwCQlpYWExPrTYZdL8zU\nOXz4cIePlZCQOHnyZEJCQlt67tCk4z4DwsLCYmJiYmJitm/fLisr2+GXxujhMBiMN2/eGBkZ\noV4TIeFwODIyMqNGjVq3bh26saioCLb4HDp06ObNmwUcDu0AtORq8uTJgmO1GO3F0tIyLS1t\nx44d+/fv596+fPlyAIC+vj6JRDI2NgYA6OrqamlpFRYWysrKKikppaSkNDQ0QCW5b9++cR9r\nZ2fn7+8/SFZGRfJ/FRUNHAQAQCaT4V0Q5dSpU6dOnaqqqqqsrKTT6SYmJjgcDl5hyD/y8+zt\n7aOiomxtbTMyMqqqqu7fv+/k5NThToYYGEJy48YNWCu6YcMGWMHNzbNnz6SkpLj7H44ZM0ZK\nSuoP0lacMGFCcHDwqFGjqqure1PfgV5o2HUSNzc3Ac/ye+zmzZv38uVLAwMDzKrr3bi5uZ0/\nf97a2josLKxdB8JiKxhLRVFUVJw/f/6XL19+2mTsyJEjLBarqampuLiYW2T7y5cvT58+XbBg\nAdZuuJNISkoCALhrWrn5P/bOO67m/v//r3PqVKcp7TREuxCFNGyi0KDLlpKRkX3FlVDIvEoa\nVoomQgtxUVoURUVJ1GlrKO2zx++P1/dzbud3TuVUpyHv+1/nvMfrvM457/F8P8fjaW1tzXz9\n8+fPb9++AQA2bdq0fPlyKysrAICsrOzJkyfZCpknTZokJCSUX119MiNLQURk8QRVuhB2xYoV\noaGhbL0i1q1bBzUR6XR6fn6+gYEBGo1+9erVp0+foJsWAAADuIWFhVevXo2JiUGaBSMMDcuX\nL4cvTp48yWnY1dXVaWtrsxZyYTAYdXX10tLSoZviwHByctqwYUNUVFRAQMBo8tiNHhO1H1Cp\n1G5zKnsB/veshp2ysnJiYuLx48d5PDmEIYdCofSiRcTMcuvrsHAXBoPR1dW1c+dOqHABALh7\n925eXt4vWw1isdioqKi7d++y5S9v2LBh3759vVSEIXDJy5cvP3z40FN0+9atW/Ly8oGBgXQ6\nvbCwEG527do1WVnZCxcunDlzpqKiYvv27ZKSkqx78fHxNTY2kihU33d5+16mrYlLojIYVCpV\nV1cXemqZdHV1paenk8lke3t7Q0NDOTm5rq6uCRMmWFtbCwgIAABOnz7d2fl/8dz58+dfvXoV\ntq9wd3fX0tKCJRcICENMZ2dnZ2cnZ0e7sWPHtrW1MasWRj7wLAN97Po4wvlzDbv29nbYQ4It\n5aV3OEOxCKMGY2NjFRWVyMjIbtdeuXLlv//+62ltL0CPHYPBSExMvHr16rFjxzhLcy5cuKCl\npXXv3j3mLZwJFotdv369mpoa8+kZoq2tDUZqC+rfC2Fh4alTp/Z0UsfExDQ0NERERNy8eXPO\nnDnR0dFCQkJCQkIyMjKHDh0qKCgwNTUtKSlh2wuFQo0fPx6NRhspyAIAZESEyWRydXV1Q0MD\naz+6zZs3Kyoqzpkz5+DBg2VlZQCApqYmpuxWS0vLqVOnPDw8vn37tmrVqvv37zN3ZDAY165d\n+/r1a3R0NG9/DQQEbmhubgbd+bnhEii0ziQnJwfFAnR1jzS4V5If+fy5odiqqqra2loAQFFR\nEavSQe9weuwQRgc2NjYfPnwAAFRUVHS7ARaL7V9yG/NhYM6cOZMmTVJUVNTS0mLb5vr16zgc\nztHREYVCvXv3DmovMbl16xbnsOHh4RcuXOipAzICr/Dy8lJQUHB2di4qKgIA8PPzl5WVYTAY\nGRmZqqoqaGwlJSVx/qd2dnapqan3zYyaO7vMIu53kCqdnZ2NjIxWr16dn5+vpaVFIBDu3LkD\nN6ZQKHFxca6urrNnz2Ya6ydPnrxy5YqgoKCoqKiamhp01EFQKNTly5efPHnSe+oIAsIgAV3U\nnA+iHR0dAADYc5mJiIgIawVDW1vbiArXMp+9BzJIfX19VFSUhYUF29V7WPhzDRR9ff3bt28H\nBAQsXryY+72gYYd47EYZDAYjNzcXAGBhYbFv375fbl9bW9uTIA4nzIcBBQWFjx8/Pnv2jFMw\n6eLFi1ZWVgQCAY/Hcz8yYtUNNmVlZdevX7ewsDA1NXV2dk5PT8/OzlZUVJSRkQEAqKioHD9+\nfOPGjd22iYRJt81kiqSQIIlKAwCIiYmFhITk5+dPnTpVW1vb0dFx0qRJAAATExNfX9/x48cn\nJCSwVtKoqakBANTV1Zubmy9evMgWdd24cePdu3dh81mEoacXO2D//v0zZ87k9OOOJsTExISE\nhDgT71paWoSFhdk8ebq6urks+Pn5DeFMf02/02yuXbumr68Pn+6OHTt28ODBFStW8H5+fefP\nNewAAA4ODtu3bzc3N1dXV2eKzvcOYtiNSlAoVExMzNmzZyMiIliLXgMDAydOnBgSEsK6cUtL\ni7a2tp6eXmZmJjeDcxO+t7Oze/z4cVxc3NWrV21tbfv1JRAGBJ1OZ8u4rampWbduXUhIyObN\nm+l0OhqNNjc3h6UqpaWlsIrC09MzLCys225C0LBrIZNlRYRdTI3FxMR8fX2dnJwyMjIAANXV\n1QkJCcXFxQCAtrY2LBbLuu/Zs2cnTpyoqalZUVGRnJysra09Y8YMaAUiDJCurq7o6Gi2KuZ+\n0JObp6ur6/Lly+/evWMNnY8+UCiUoqJiaWkpa4tVGo2Gw+EUFRV/r1tkvw27oKCgoqIi2FkU\nnp6TJ0/m+fT6wR9t2AEAcDjc69evy8rKuLxJ/17HKwL3zJo168iRI9LS0n5+fjIyMlCW7Pbt\n2zgcLiwsjHVLCoUCr+ZcJghzVlL3hLW19Y4dO5B2YUMPgUDQ0NBQUFCAiW7QwvP29n737h0a\njXZwcGD9+3A4nIaGhqam5tevX3sZE0aj2ihUAEBMwScYoiosLISq5lJSUvr6+rt27Tp//jzs\nTMhqB9y6dQuHw4WHh5eVlQkLCxcXF799+xYGvzIzMy0tLVkT9RD6xNmzZ9etW2dmZjbA0FtP\nhp2IiMi5c+dsbGw2b948kPFHPsuXL//58+f79++ZS3Jzc3/+/Lls2bJhnFU/4P4SzcapU6eW\nL18Oy6H27t3748cPVgXc3bt3T506tVtt58HmTzfsNDU1L126dPjw4W6DKQh/IA8ePGhqaoqJ\niQEAeHt7r169+vTp06wbyMrKvn37NjU1deHChdwMyL2X98WLFxcuXIAWAMJQUltbi8PhWlpa\nPn78GBAQICoqevjwYVNTUwEBAXt7++vXr7NuzJQy5qypr6mpKSwsBAC8efPG1dW1urq6lUxh\nAECm0QEAc+fOjY6ONjY2zsrK+vbt26dPny5fvvz3338/efIkODjYwcGBaSVcunTJ3t4+OTl5\nwYIFbLkiPj4+SUlJ7u7ug/RTjHpgww9paekBPqX3Yg24ubnFxsaO+r4g0HL18PCATjsqlQpN\nHCgA+RvR70CctbV1QkLCnDlz4FtpaWnmqq6ursDAwPz8/EePHvFqntyD+AbAwYMHh3sKAACQ\nnJz86tWrXbt2IYlTw8v58+dDQ0OdnZ1Bz2rAfUqPhXfrX1418Hi8nZ1dZ2cnCoVCGksMMerq\n6rdv325paVm+fPmGDRuoVGpKSsrFixft7e2ZagiQEydOPHjwwN/ff+bMmWyx0ZaWFh0dnc7O\nzsePH79586ahoQGNRreSySgAlhkaZNTUaWlpeXp6hoeHKygo4HC4trY2UVFRPj6+ZcuW3b9/\nf9myZcyDxMbGRkFBAT5dsHVed3Z2Li8v70lBHeGXuLq6Lly4cODyzr07/JqamuLj4xcuXKiq\nqjrADxqxGBgYrF+/PjIy0tjY2MzMLDU1NT8/38HB4bfLGaDRaDxvKSYiIuLj45OdnQ1vJUMN\nY2QDHwVMTEyGeyL/x5MnTwwNDR0dHXk7LI1Gg+nYLi4uvB35zwSFQs2cObNPu1y8eHH27Nn5\n+fk8n8yjR48MDQ2nTp2qpKQUHh7ey5ZmZmZCQkLJyck8n8OfA3w+PnfuXJ/2unnzpoCAgJOT\nE4PBKC0tdXd3z8vL49yMTqfDzLnNmzdzrm1sbIQJmg8ePKisrLSxsVFTU1ORHCMnImxpNI3V\nksBisc+ePRMUFNTT04OR/W4/a86cOUpKSp8/f+7TdxmtJCQkAABOnz493BP5P27evGloaJia\nmtrtWgcHBwDA5MmTh3hWg8SUKVMkJCQ4l5PJ5FOnTo0fPx6DwUyYMMHb27un45mVJ0+eAAA8\nPT0HYaa/5v379wcOHCgsLIRv6XQ6lMXw8vIalvkMBn96KLavMAZH6gaNRs+bNw+LxZqZmQ3G\n+Ai9Q6fTT58+nZ6e3q2wyMAHBwBUVlbW1NRERET0smV6enpTU9P8+fPh2zdv3rx8+ZLn80Hg\nBEoEw1974sSJp0+fNjAw4JRyQKFQly5dWrly5b59+9zd3U1MTKAGCkRGRubt27dpaWl2dnYq\nKip+fn7CwsJVLa0NXfgPuAo0Gi0uLj5jxozo6Oh3795VV1eTSCTot+t2Sh0dHWlpaTU1NQkJ\nCSQSCY/HD97XR+gHvcfvVFRUAACjJhqbn5/P5jmGYDCYY8eOlZeXk8nksrKyo0ePjvwU4X37\n9vn4+DDLz0kkEqzthfJnowPEsOsbg2TYAQDu3bvX2toKmwshDDFoNPr48eNz587tk9ucTqc7\nOjquXLmyq6sLLklNTU1OTmbbjEAg0Ol0PT299evXs3UjZQOFQjFrcnE4nKmp6aJFi5KSkvry\nVRD6g6en59GjR+/duwfftrS0TJs2bcyYMUFBQWxbbt68+cGDB9ra2t7e3llZWWxFDHp6erNn\nz05LS4uKioI9YYUwGGEMv7K8fEVFRXt7u5aW1l9//aWvr79hwwZ/f/+EhISeWhGKi4tv3bpV\nV1e3tbV13Lhx8vLyhYWFGRkZL168oFAog/Ab9BMGgxEUFGRqaiouLm5iYhIQEMD9RTI4OJhN\n8GzU4OXlVVpaCr2MCCOKJUuWYLFYZi9HISGhffv2qaqqsinA94mUlJT//vuPRxPkBcPrMPwl\nIy0Um5CQYGhoCNOcEUYs/QjF9gKNRmMwGC9fvpSXl3d1dWUuh4LGAIAHDx4wGAym8yY3N5e5\nzcOHD7FYLB8f3+LFi/v0ofX19VAC4/Xr1zz6Hn8E/QvFsnHixAn4V27cuLGnbS5durRs2bLS\n0lK25XV1dXDfGzduQKNNbYyE+cwZmpqasrKyfHx8U6ZMgUcUN7Bq3zDbN42ccCSDwdixYwcA\nYNy4cStXrlRUVAQAbN26lZsdKRTK9OnTuw3wdctIC8XeunXL0NAwLS1tuCfy+zHAUKy/v7+G\nhsajR4/6PQEqlcr6Njg42NDQ8MWLF/0bDdZLAQDevXvX7ynxFsRj1zcYDAYA4OPHjydOnCgo\nKPj58+dwzwhhcFm6dKmsrGxOTs6TJ0/q6+uDg4OZuk1TpkxZt27dsmXLLCwsAADi4uLQScN0\nQrx582blypUEAoFGozG9elwiJydXVlZWUVFhYmLC0y+E8GumTJnCx8enpKR07ty5nrY5ePBg\nYmIiZw6+hISEnJwcTDkaO3askABmna4WgUozNTXdv38/jUYrLi4mEolczmTChAkAADMzs6Cg\nIGYsbOREu4qLi69duzZ9+vTS0tIHDx6UlpYaGRndvHnz1atXvexVV1f39OnT5cuXD4sSBMLv\nTnBw8Ldv30JDQ/s9AptEfL917CCSkpJYLFZQUJCzc+5wgRh2fYPBYHR1deXl5Xl5eRkYGOjo\n6CC5L6OYjo6OV69eNTc3p6ammpqaAgDweHxqaipci0ajIyMjExMTRUVFAQBKSko4HK62tpZ5\nsxcXFwcAQBOB85y/evXqhAkTeun1qaCgMIpL6kYytra2zc3NVVVV0AXVO1VVVX5+fswGr1gs\nFofD1dTULFiwQElJydJ45sFZRgwAsFjszp07fXx8Xr58KSwsDADw9PR0dHTsKccOcunSpfLy\n8oyMDBcXF1iLffDgQVg0/eLFizdv3vDg2w6AgIAAOEn4SIPFYv/9918AwO3bt3vZS0NDw8rK\n6tmzZ0MyR4TRxpkzZ1auXAmlVXgCtPP6/bykqKhYUVFRUVEx8FJrXjFSnvx+F2g0GhaLHTNm\nDBaLraurIxKJZDIZXqYRRh/nz5+Hov9bt24lkUiSkpJoNBo2euoWNqkafX19HA6XlJTE1rsC\nEhYWVl5eHhoaunbtWt5PHWFgSEhIcLnlnj17EhISnj59+vz5c7hEWFgYXhOEhIQIbUQSjQ4A\nwGKx4uLi+/fvh9tUVlaePHkSANDa2nr37t22tjaor8akra0tJCRk8uTJCxYsgEtiY2MDAwPX\nrl2LRqOzsrKgvt3Xr1+HsavYixcvJCQkWJ3Ks2bNkpCQyM7O7mWv6Oho6Pbev38/Z08qBITe\nsbKysrKyGu5Z/H+wnbyQhw8f+vr6Hj16dOhni3jsuiEhIcHV1bWmpqbbtWg0eunSpTU1NU+f\nPs3Ozh6tyb8IbW1tZ86cKSgoUFBQGDNmjJyc3Pfv32tra2F0jEvU1NRgwwDO6rnTp0+vXr3a\ny8uLl5NGGAAMBmPPnj2Ojo5QebisrCwyMpKzNpYNHR0d0IO0oZCQEJFOJ9L/z7BjXaWiogIV\njsrLy/X09BQVFePj45lrw8PDZWVlDxw4YGNj097eDhdu377d19d306ZN4H/hfkFBwZkzZ+7e\nvXsAX3pA1NXVaWhosLo6MBiMurp6Q0NDL3stX77cxsbGxsaGe+v59yUvL693pyzCsAODsGQy\n2cLCwsjI6MePHzwZ1sfH5/Xr15cuXeLJaH0CMezYgaWO/v7+Pj4+nGvhgyaDwYDmHbymAwDO\nnTu3adOmpqamIZ0rwmAiISFx+PDhefPmMbuSCAkJCQoK9nUcRg+thxYsWHDnzh1jY+Oeduzs\n7HRycjp8+DCVSu1pm8zMzJs3b3Kfs4XQC+/fvw8ICLh9+zasRLaystqwYcORI0d63+vcuXN1\ndXXdXi6EhITIdDqRRgcAsB05KBTq2bNnu3fv9vX1rauro9Fo5eXlzLUvX74kk8koFEpXVxcG\n+qurq2HBNdTR0NHRqaysdHBwaGlpiY6O5jy6hoDOzs7Ozk7OHIOxY8e2tbVx2XBvsGloaPj7\n778TExN5PjK8F/SemHXr1q1p06bp6Oj0cgojDBKfP3+eMGGCpaXlL6vI4Z9YXV3933//vX//\nPiUlhScTOHTokLm5+bCozSOhWHbQaLSdnd2jR4+WLl3KubbbLMvGxsajR48CAIyMjFxdXQkE\nQkFBwfTp09kyNBF+F+CFAIPBXLhwYeCjwaOFtVU2xNnZOTw83NfXd+fOnd3umJSUBBOEV65c\n2a3919HRsWTJkq6urtbWVqRZxcCZMmXKsmXLOjo6oJSgnJxcSUkJNwnR8vLy3S4XEBAg0ehE\nGg2+Zls7bdq0adOmAQCePXv27ds3Vqmj48ePS0lJLVq0yMLCAjatkpaWVlJSam5uZh6TKioq\n//zzDz8//9KlS4elh3VzczMAQExMjG05XPLjxw9og/abrKysgVcOBQUFXbx48dq1az9+/OjH\nU1kv9PTAxgosmYLlUyOn5GVUQqFQ+Pn5WU+ElJSU8vLy8vLy79+/956sDE8xVVXVf/75p7m5\necWKFf2eBpVKbWpqghcEW1tb1qr2oQTx2HXDzZs3m5qauu0l1e3JLCsru2HDBgMDAyiEY29v\nP2vWrL///ntoZovAW5qbm+Xk5LBY7N69e3vZ7OfPn1xGWODDOqdhl5qaSiaTX79+3dOOc+fO\nnTFjhpWVVU8teoSFhZWVlfn5+dXV1bmZCULvYDCYxMTE1NRUWPXy4sULf3//8+fPM7Pc+oqA\ngAADADz1/wy7JUuWaGlpVVVVVVVV/fvvv15eXoqKiiEhIebm5k5OTrD+ADJx4sRz5869ePGC\n2acYi8WWlZXV19ezHgyqqqqBgYHD1XMd5hhwhqphs+OB56iIiooastC/g3zu3LkSEhKWlpa8\nterA/5Ireu8c7+LikpCQkJeXh9TYDSpfvnyRk5ObMmUKq3Nu3bp1O3fuvHLlyi9L0JiemjNn\nzly7do0ta4J7GAzG9OnTFRQU4uLi+jcCr+DZM0R7e/vp06cfPXpUU1Mzbtw4ExMTb29vVt3t\nCRMmsMYaIO7u7mwd1kcIPT0BwyOA8yktPDyc+RrGIJAz+XckLS3txo0bMKH79u3bly9f7vZI\nqKio0NHR4efnLy0tlZOT631MeK3hDAeEh4cnJSVt3bq1px1hJ4NeRubj4/v48WNrayvM1kLg\nLQICAt+/fyeTyVlZWVQqldXjgsfjU1JSTExMmP68pqYmT09PEol08uRJZi0t3AVPowEA6uvr\nYXWFn58fDoeLi4sTExPr6OiIiIhga5pOp9ODg4NxOJyvry8AwNLS0sjICM6H0+03jIiJiQkJ\nCXFWP7S0tAgLC3N68vrKpEmTcnNzmW8TExP74UqZN29ec3PzYARPuPGSYjCY5cuXu7m5Xbhw\n4dixY73rkyP0m7y8vJaWlpaWltra2vHjx8OFY8eODQwM5H6Qnpyv7e3t69atk5SUvHHjRu82\nH5lMrq6uBgCUlpZy/7mDAW8Mu46ODlNT08LCQiUlJTs7u8rKyoiIiLi4uNzcXC0tLQAAhUKp\nqqqSlpZmqweGPdp+O3rPq7h3797r168XLlw4ZPNB4BVbtmwpKyvT19cXERE5dOhQT9duWBAN\nAGhoaOjWsMvIyDh16tSSJUuCg4PpdLqwsDCnYTdr1qxZs2ZxMysymRwbG6unp6evrw8A6Ojo\n+P79OzyzMBgMYtUNHgcOHBAWFjY3N2eLo7m5uQUEBMybN4+ZjnPixAnYpqK4uDgjIwMuxGAw\nAAACjQ4AkJGRwWAwFApl+fLlycnJcXFxs2fPlpKS4gzEP3/+fPv27QCACRMmyMrKbt68mZ+f\nPzMzEybbjRxQKJSiomJpaSmNRmNaTjQaDYfDKSoqDkt0uFuGPSUmPz8fAMDUM0fgOXZ2dt7e\n3ioqKkyrrk9At2tPzteXL19CReXt27f33vNTUFAwKSkpLy9vw4YN/ZgGD+GNYRcUFFRYWGhr\na3v//n14BQwLC3NwcNi+fTsU/aqurqbRaM7OzmfPnuXJJw4XPXnsWJGWlra2th6qGSHwEktL\ny5CQEFdX114caQCAWbNmPXz4UFBQcPLkyZxr09LSli5dSiAQ3r9/DyWsdXV1WQNtfSU4OHjX\nrl1YLLahoUFYWHjy5MkVFRW3bt1i8/QgDITIyEg+Pj5moQxEWlq6W7ks+G+yRveY5jVThh78\nz2NHptMBAGPGjCkvLycQCOrq6nPnzt2zZ0+3EgkAAE1NTVFRURERkczMzJKSknnz5gEA3r9/\nP2fOnAF+R56zfPlyPz+/9+/fz5gxAy7Jzc39+fMnLN0d4VRXV7u4uBgZGUHdmcEjMDDw4cOH\nq1evHtRP+ZMRFBSEae79A5r+PT0ALFq0yNraesyYMdBx3jvTp0+fPn16v2fCK3hj2N2/fx8A\nEBAQwHyu3bRp0/Xr19PT0zs7O0VFRcvKygAAoyATiJuE2b5SWlr69evXxYsXI9m1wwiVSp0z\nZ05dXd27d+9getONGzd6yROys7PradWTJ08IBAIfH5+bm1tFRUVlZWVDQwNnjh0nLS0tSUlJ\n8+fPZ0vGh2/Hjh0rICBAJpNhDhNMXUfgCVlZWfAhW05ODhpSZDI5OjpaTU1t9uzZnNufPn1a\nUVERdhyBwIZyY8aM8fPzYy6EtwoSnQ4A4OfnHzduHHNVT1YdAGDixIn19fUYDEZAQEBOTs7d\n3Z2fn7/baQw7mzdv9vPz8/DwePr0KR8fH5VKhXYw85GDQCA0NDQICAhwI/U8xMTExDx58uTJ\nkye7d++Wlpbu6+7cuyTV1dXd3Nz6Oj7CkAH/yp7+UDExsWHPmesrvLEkKioqFBQU2E5dFRWV\nN2/elJeXT5o0CYfDAQBGji7zL6mpqRESEuI825mG3c+fP3nSP4REIpmamjY2Nt64caN3LxHC\noFJeXg51/BctWvT9+3cAwNKlSx0dHfsx1K5du5qbmy0sLP766y8AgI+PT1RUVE/h+6ioqOTk\n5BMnTqioqBw4cOD27dsLFix4+fIl6zZ2dnbfvn1TVFSELqL09PSSkpLhSpkflaiqqoqJiaHR\naGYhZ0xMzObNm4WEhKqqqjiD3ffu3Ttw4ICIiEhtbS0UYzM2Nn7w4IGzszOrswo+qsGq2D4F\nBEVEROALNBrdbRYya/RzGDEwMFi/fn1kZKSxsbGZmVlqamp+fr6DgwOzwuP169eLFi2aMtAm\ns9cAACAASURBVGUKDEeOKGxsbOLi4qZPn94Pq47JyIk4IwyQ0fRX8qYqNjk5mdlnCUKn01+9\neoVCoWD9BDTssrOzDQ0NRUREtLW1t27d2tjYyJNP5zmfP39WVlZWUVGB0+akqqpKSkrKxsZm\n4J/Fx8cH8zGZl3KEYYFZ3AeLWNXU1PotF66qqnrr1i1o1TFBoVBkMvnIkSPnz59nLqTRaDt2\n7AgJCfH39wcAwBsM7BzPhrq6urCw8H///bdlyxYAgK2tLczfQuAJioqKdXV1dXV1zIdP2F9E\nTk5OTEysubnZxsbm4MGDTDUyeM4KCAgwrauDBw92dnZevHiRdVi4lsJggB4Mu3v37u3Zs+f4\n8ePfvn3jfrZJSUmSkpK9+IyHktDQ0FOnTjU1NQUGBra3t3t7ewcHBw/3pLhiwoQJ6enpsAda\nPxhNdgDCKIM3HjsDAwPWt3Q6/eDBgw0NDXZ2djCYBS2kf/75Z+bMmdbW1nl5ecHBwXFxcW/f\nvuXU8Z8/fz5TbH1YgHlRBAKhJz0LGAvr0zMog8Gg0+mcF3d+fv6AgABHR8eMjAxWISuEIWbS\npEkWFhbt7e0+Pj7fv3+3srLqqz4ChUJJSkrS1NTU1tbudoNnz55Bq27x4sVTp04FAPDx8Tk4\nOCQmJkK5o/Pnz2/cuFFXVxcAQCKRnjx5YmBgwHqC7N2798uXL3g8PjAwUFxcHInd8xC2JysT\nE5P6+noJCQkhISFbW1vY2NTCwgI28rK3t3///r2KigqzoOHLly8RERHr1q2Dfx8EpmNT6XTQ\nnWHX3NzMTOmLjo5OTEzs6chhIzU1taOjIyEh4cSJEydPnhxeCwODwRw7dqynxp0LFy7sJXFl\nBLrxEP5YhkXle5DgvY5dfX39mjVrLl++PG7cuCtXrsCFP378kJGRiY2NzcrKioqKKioqOnbs\nWFNT0549ezhHqKysxLHQv2kwGIwVK1bo6+vD3Jc+YWZm9uTJk4yMDHj3ZQVeQzU1NS9duhQb\nG8vNaFCfXUNDQ1VVtdtOO69fv25qaoqIiEDUyYcRfn7+Z8+evXnzxtjY2M7Ork9WHZ1OLyoq\nCgsLs7a2NjMzg6qkTODdnUAgODk5CQsLT58+nfXe7+/vX1FRAYVY0Wj05MmTobnm5+e3cuXK\n+fPnsybnrVu3Tl5eXkdHR15eXktLa4SI+48m/Pz85s2bl5eXBwCQk5OjUqlnzpyB/6CYmBjz\ngkChUKZNm8Yawjt48OCZM2fYSlz/z2NH795jN2bMmGnTpsE6jNLSUtaMvd7Zu3fv6tWraTSa\nl5dXWlpa/74pAgLCaIWXhh2DwQgKCtLS0oqJiTEzM3v9+jUzWTg1NbWxsZFZK4pGo0+cOKGu\nrv706VNOfcuysrKf/6PfTbpqamoSExOLiopevHjRj90tLS27LWyGhp2goODBgwc5zT5O1q5d\nKykp6e3tXVZWVltbC28YbOzcuXP79u0hISGIA+Y3xcXFRV9f/969ewAAERERtiApNAs6Ozub\nm5upVGpSUhI3ViN0dYuLi7MW4Xt4eNTV1cnJyVEoFBwOBz3HCLyCwWB4eXmlpqbevHkTLgkL\nCzt27FhycnJKSkpTU5OMjExzc/PGjRvHjBnD2toVAACLG2DhBRPWUCynmIKiouKHDx/s7e3P\nnTsHANDU1GRd+++//65atapbQSw5ObnAwEAdHR09PT1DQ8MBfmsEhFFPTk7O/v37P378ONwT\nGSJ4Zkk0Nzdv2rTp6dOnsrKyPj4+mzdv7j23l5+f39jYuLS0tLi4eDDKg5WVlc+dO1dWVsZb\nRZneBW84yc7OplKpdXV1/v7+BAIBxnE4p3rt2jUeThKhf/j5+eXn558/f76XisVugU2jhYWF\ni4qKxo0b162KrIyMjL29vYGBQbcpdJxs27bN2Nh44sSJBAIhICBAS0uL+Vy0adMmOp2uo6PT\n13ki9A4KhTp+/HhsbCyzjMnIyEhMTExfX3/OnDloNPrdu3dmZmZ0Op1Go6WkpLCqGrm5ue3b\nt4/NZP+/qtj/FU+0t7fDnhYAABKJBJ9aP336FBYWtmHDBtbis66urkOHDgEANDQ02CSiOjo6\n9PT0SCRSfn6+goLCYPwOCNwwkMhdR0dHdna2qampsLAwD6eE0BN79+7NysrKz89/9eoV51pu\n2v7+XvDGsCMQCMuWLcvOzl62bFl4eDibSASdTqfT6Wg0ms0ego4NWFM2GAxGhTk3bWRYuXv3\n7suXL52cnJBL8AintbV13759AABdXV1u+q7W1dXJy8u3trbm5OQYGxvz8/Nfvny5F00Hfn7+\nvnaehSJ5wcHBbm5uAgIC1dXVdXV1t27dcnBwcHFx6dNQCFyyd+9e1lZyM2bMYO0xisPhKBQK\nBoPZtWvXkSNH2PbldMTCCwWZzgAAPH/+3NraesuWLbC2QFBQ8MaNG/Hx8ZcvXwYAsCqhAABE\nRETWrVuXnZ3NWaFVVlYG1e0/ffqEXFWGkYEYdo6Ojg8fPrS1tX306BEPp/SHkJubKyEhoaGh\nwf0ulpaWBQUFS5Ys6cfH4fH4xsbG/kkfDxe8CcWePXs2Ozt737598fHxnNJfX758wWAw69ev\nZ11Ip9NzcnKEhISGRgMlLy9PQ0Nj4Hoi8ErNfbbyzJkz3d3dkevvyIdKpa5du1ZXVxc2/O2d\nK1euQBkzW1tbCwsLNze3mJgYqJbSE9zfBurr61nfTp06VVRUVE9PT0pK6siRI/7+/mxNbO/e\nvauoqHjixAkux0foE6zm2sqVK4ODg5OSkvz8/Lg5qVkFiqGW59u3b+Pj4w8cOFBfX79ly5aE\nhATO6jEAAB6Pj4+Px+Fwnz59YltlYGBw/fp1X19fpLfN0EAgEDjbxjDpn3nX18gPApM3b95M\nnz7dwMCgrq6O+72OHTvW3t7ek68H/ondeuyoVKq+vr6amtrjx4/7N+FhqcngwYFFo9Fu3bol\nKSl5+vTpbo9UHR0dTU3NmJiY//77Dy5hMBgXLlwoLCzcuXPn0KgxJSUllZaWhoWF9S8tiXli\nwy84EhSkEHjIly9fxo0b9/Tp04yMDG4qE79+/Qr3gkeClJSUnJxcT7rkffLz79mzR0FBwdXV\nlbnE0NCwsbHx/fv3fHx8VlZWoqKibF6cBw8e1NXVsXYrRug3VCr18+fPAAASicS5FoPBbNmy\nZcGCBcwlsbGxbm5uPaUCs+rYWVpa7tixIywsbNOmTb6+vrCwrK2tra2tjfPYKC8vhyU43d69\ntm3btm/fPsQsGAIqKirk5eWVlZWhtiWvCA0NTU5OjoiI4OGYCL3Ty10bXqK71ZAnkUhQJaNP\ndiQTV1dXKSmpxMTEfuw7EHgQiq2qqvr+/buEhATr9Y5JbGysgoJCcHDw4sWLLSwsFi5cKCcn\nV1BQUFhYaGBgMNi9XJg4OjqWlpaampr2ozX1okWL3r59e/fuXUtLS+RJa1QCe72TyeSmpiZu\ndKdPnjyppaW1cOHCcePGffjwwcTEBI1GM2tfiERiZmbmzJkz4cHWJ8OuuLgYAABti9LSUqij\nxuw8vXv37p07dzIPPzKZLCAg4O7uLiwsjGjl8IRVq1bFx8c7ODjExMRMmjTp9evXvdwPiETi\nhg0b8Hi8iIjI8ePHWVeFhoaSSCRm5wkajXbkyBECgTB//vwVK1Y8ffp08eLFUOaGTqdPmzbt\n3bt3rFcVRUXFMWPGEIlE5G8dXr5+/dre3t7e3l5VVcWWaDEQlRkREZH58+cPeHZ/IiYmJrm5\nueLi4jyMg8HztNviRRERkVevXpWUlKxcubIfIz969KilpeXJkyfcBIJ4CA8Mu4qKCgBAW1vb\n27dvOdfCB19zc/Pc3FwfH5+cnJysrCwdHZ0TJ04cPXq0r1Jh/UZBQSEkJKQfO+Lx+Ddv3uDx\n+KysLMSwG63MmzcvJiZGQkKCrTKxJ6SlpZlKPXPnzmVbu2/fvuvXr8+ePRtKUUDDjsFgUKnU\nXxY+37x5Mz4+3sLCYsuWLSEhIcrKyt++fWM9TZjH3sqVK5OSkkJCQtasWRMWFsbV90T4FVA1\nHYoF5ubmdnR09NJWTkhIaPHixampqWzFsHl5ebCnFlQ/6aJQu7q6mG2LwsPDGQwGCoXy9vaG\nx8aXL186OjpYs40lJSVramqoVOrgpSAjcMPChQuvXbsmJiZmbGzc7QaITPHQw/NKcGjY9XRb\nnzp1KjcKGN0SHBz8+PFjbpK2eQsPDLt58+ZxE0XW09O7devWwD9uiBEWFo6Ojn7//j2MjvV+\nBCD8ppBIJEtLy19WqJHJZCcnJz4+vqCgIO47hZDJZPiCQqH80rBTU1Pbt2/fv//+C59D2tra\nSCQSq2H37du3v//+29zcPC0tjUAgvH79mq1vPcJAuHfvXmpqam5ubmNj49GjR3ux6iCxsbGc\n3b3U1NTk5eUpFAosiXhd8hVXV29mZubj4wMVAKA1sGvXLjQa/f37d2tra04DDmlFMxJAo9Hb\nt28f+DgdHR1//fWXsLDwnTt3mKLWCCOE3nvFDoQlS5b0r2JjgCDCab9mxYoVK1asgK8Rj93o\n4+fPn5qamkQicfny5U5OTosWLeppy/T09MjISADA6tWrLS0te9rs8uXL9vb2M2fOzMnJCQ0N\nZTXsmEFVTj5//rxixQpdXd1Hjx5NmTJFUFBwwoQJd+/eZQpkQEJCQuLi4uLj4x8/fpydnc2m\niIswQJSVle3s7GC/Vy6zarpVHq6qqqLT6ffv3wcAkGk0AAAGg2HTdZKQkOAsrUX4veAyNT4t\nLQ02L9m1axcShB350On04uJiHR2d3/Re/1tOehjpa1Uswsinpqamubm5q6vr7t27mzdv7mVL\nExMTS0vLFStWmJqa9rKZkJDQ169ffXx8Dh06dPXq1aSkJLi8284i8Mbw/fv3J0+elJWVJSYm\n1tXVLVy48MePH0VFRZMnT66trY2NjWU2mbC3t58yZYqrq6ulpaWXl5e8vHz/vjUCk+fPn2/d\nuhVmNwIAREREPDw85s+fPxAJTAwGIygoiMFg2tvbJcTF1dXVz5w5w7lZbGysrq7uL5urvnnz\n5ujRo2xteF68eLFp06ZuNc8Rhgwu7wXz58//66+/HB0dZ82aNdhTQugrMAGa1UbfsWOHvr7+\n7/vYjHjs+sbg+WwRhovJkydHRUWlpaXdu3dv1apVzOU0Gu3z5896enrQmn/+/PmaNWug4AXr\n7lQq1cLC4ufPn//995+MjAwAoKSkBF4R1q5dKyEhoa6uDiscOQ271tbWGTNmUCiUioqKMWPG\nbNq0ydDQUFlZGQDArPKxsrIqKCg4cuQIFKqdNm0a0mGTt7i6un79+hWPx0N3LADAy8uL+919\nfX0jIyN9fHxg8wlWWltbv337BgDQ0NDotignNDS0uLjY39/f2dn58+fPBAKh2/whJyenkpKS\n0tLSmJgY5sL9+/cXFRW1t7fHxcVxP1sEXtGnu4CwsDDsTIPwWwA152HG7e8I4rHrG62trU1N\nTUQicbgngsBL1q5de+3atYyMjO3bt1tZWamrq2dnZ2/fvn3y5MnMh7bk5OTW1taHDx/S6XQq\nlbpz5849e/YQicQvX76kpKQwNc0rKirWrVsnKSmpqKjo7u7e0tIyc+bMnj43Pz//27dvsPyo\ntbX1xIkTrEInEGjh9aOaG4FL1qxZIysr27+qNwCAr6/v+/fvu00gHjt2LB8fHwqFwmAw3fYj\ncXNzs7S0dHFxqamp0dPTMzIyevnyJedmCxcuFBISYi3TCQsLKyoqEhISYtMHRRhiiERitzIZ\nCMNFdHT0+fPnu5Ur4p4bN26Eh4dfv36dV7MaYhCPXd+4evVqZWUlciaPPiIjIzds2IDBYKBm\n4b1792CKFTPUtXfvXgqFsmjRIjQa/erVq6tXrwIAlixZYmVl5eHh0dzcDBMxnz179uHDB7ij\nqqoqYHmy50zXmD17tqenJxqN1tDQUFJS6lar9vnz51++fGEryyoqKoqLi1u8eHFubu7SpUt/\nL1X0kYanp6enp2e/dz99+vTdu3dh2xI2JCUllZWV6XQ6FovtVgFg1qxZX79+dXFxaWlpgUs4\nD5KoqKgXL16cO3du165dzIVfvnwBAPDz80dFRZmamvbS8gRhkKDRaPX19RYWFhgMJj4+funS\npcM9oz+UioqK48ePm5ubb926tbq6GioEKSkpcf/MA0OxrIpUMjIyvG1GOsSMZsOORqPZ2to2\nNTUlJiZy2aDzl8BYG1LWNMqAbQDA/9IslJSUdu/eHR4e/vTp04KCgra2NgkJiXHjxvn6+sLt\njY2NzczM+Pj4oAgCa+Ru1apVGRkZurq60KoDLPJInCWxaDSaTf+ME2Fh4WnTprEt3LZt25s3\nbwIDA+vq6szNzdPT0/v3xREGAoFA8PHxUVVVffr0aVdXV2xs7KxZs1izHisrK6E7FovFCgkJ\ncY5ApVKhZDqDwSgpKSESibCPHCu3b9/++vXrrVu3WDuOHD58mJ+f/9SpU3FxcYsWLfp9k4F+\nXxgMBkyxoFAoL1++RAy74QJ61yIiIjZu3CgvL6+rq/v9+3fOa2YvwMv+sLSIGCRGs2FXXFwM\nFZ9fvHjBK0mIbdu2ff36FUmAHWWgUChY2xgYGGhubq6pqcnHx2dpaRkYGGhmZtatFEVGRka3\nQ0lLSzNTtSBMe66vDUucnJwKCwtDQ0P19PTYVs2YMePNmzcaGhp1dXXq6up9GhahH+BwuGXL\nlmlpaT169Cg3Nzc+Pn7r1q3p6enHjh0DAEyfPh22+dLW1mYWYQAAlJWV+fj4GAyGoKAg07D7\n+PFjZGTkpk2b9PT0BAQEUlNTP3/+vGzZsm5jtQAAd3d3UVFR+ODBRFJS0svLq7a2trq6eoi1\nT38jYGPfQRochUIpKSkZGRkpKysfOnSIddXbt29zcnIcHByQDIohYMWKFffv358zZw48xQoL\nCykUSk9nU7fAK/Noaig1mg07fX39Q4cO/fjxgylWMnDgNZpXoyGMEGA3lM7OTgMDAwDA1q1b\nS0tLo6KiGhsbB14ow7xe9OnC0djYGBoaCgBISEjgNOx8fX09PT3FxcWrqqpUVFQGOEOEX5KS\nklJcXFxcXFxVVbVly5ZPnz5VVlYeOXIEJlOOGzeu21RIBQUF6IFDo9FMw27//v0pKSl5eXmw\nxaK2tnbvXezmzJkzZ84c5ls8Hh8VFTV+/PipU6f+jsqgQ8atW7d27dq1cePGmzdvDtJHCAoK\nuru7s0mUUyiUZcuWNTU1tbe3//PPP4P00QhMjI2NS0tLmW9RKFSfrDowGsUuRnnxxMWLF2/f\nvv1L4VnuGX0+WwSIuro6tOpqamqCg4NTU1Pj4+N5cqozUzdoNFpERIS2tnYvPSJTUlLu3LlD\noVBkZWW9vLxWr17dU6oHgUCIjIxEZGx5SGho6LZt26qrqzlXrVq1auvWrRcvXlRVVZ03b56A\ngMCcOXP09PQaGho+ffokKip64sSJ3Nxctpg4FotFo9FoNFpAQICZPLdo0SJBQUELC4v+TfLa\ntWtbt25dtGiRkpJSUVFR/wb5E0hLSyORSMwG5Tynp3sBBoOBDWy46TqNgDAYjGaP3WCAGHaj\nFTqd3tjYKC8vr6SkdOjQodLSUlbpk4HAKlAcEhJSUlJy7dq1bs21xsZGS0tLEokkICCwdu1a\nDw+PXoZ1dHRMSkpas2ZNdHQ0T+b5h0MgEFxcXEgkkqSk5Pnz59nWjhkz5saNG/C1n5/fxYsX\noVeAGelDo9GcSiVMPWrWBLsjR44cOnTolz1IemLixInwBZFIbGxs5PTmIkBOnjw5btw4HoZr\n2OglfpeRkdHc3AwTshF+F7i8rdfU1NjZ2amqqkZGRvbVNThkjHKPHc+B/z2XDd0RfiPmz5+v\noKAAfWkXL16MjY2VlpaGFbJ9BbZwZarWEQgEBoNRXV29efPmQ4cO2djYsBZbfPz48ejRo9D1\nIiYmJi4uzs/P3215LBMqlVpdXS0rKwv+V82DMHCwWOxff/2loqLSS08RJlxe0JlpG2yVE/22\n6gAA1tbW379/T0hIePz4MVuPWgRWJkyYcPbs2WHJh0aj0T2dmFQqdcmSJcbGxt06hhGGBShz\nweVt/fnz5zk5OQ8ePIASlSOT0e+xi4iI+PHjx65du3hiXCO+ulEJnU6HZ2lJSQlzYVhY2Pbt\n29euXQvbtnJJbW0ttAwkJCRWrlzp6OgYFxcnKira2NgIu0rk5OSwbu/q6pqWlpaZmZmRkXH9\n+vUfP35ISUlNmjSpl4+YO3fu69evQ0JCDh06hDhseEhYWJiLi4uTk1N0dPSMGTMGPmC3HruB\no6CggBRMDDv9i94UFhY+f/4cAPDq1SvYuQ5hkIiKiiISiY6Ojr/MqIEbcNk9zNbWNiUlRVVV\nVUdHBwDQ2dn54sULExMTOTm5gc+ZV4xyw+7bt28bN24EAEhLS8MXA4RT8AZhFIBGox8/fpyV\nlcUaIY2OjiYSifHx8X0aauzYsYqKis3NzRMnTkxKSrp9+zYAoL29HSrkMV04Dx8+LC8vd3Z2\nxuPxAAAqlZqRkbF//34AAAaD6eUSk5SUBKX1KioqHB0d+/xVEXqGQqGEhYXh8fi4uDieGHbM\nv7uniqvNmzenpqY+fPiw24YTCMNCV1eXlZUVBoN5/PhxL6VyTMPO29v70aNHAQEBUPyod6ZM\nmXLw4MG2tjZra2teThrh/+fjx49Qx278+PG/bM4LoytcxmfGjh3Lqnvwzz//+Pv7T5o06ePH\njwOYL48Z5YadkpKSmppaa2tr7y4Q7oEnc2dnp7u7u6WlJWvP0La2Nm9vb11dXQcHB558FsJQ\nMnXqVDYRYNieta+xTiwWi8Ph8Hi8pKSkgoICGo2m0+nCwsLq6uq2trbz58+n0Wg/fvyACXxf\nv36FDrwvX740NDQAAISEhJKTk3tx8Bw9ehSPx+vo6Bw+fLgfXxOhFzAYTFBQUGpqqouLC08G\n5OfnR6FQDAaj23ABkUi8d+8ekUhMTExEDLuRQ1ZWVlpaGnzBVvHKCrwX0Gg0Hx+f5ubmO3fu\ndGvY1dTUXLlyxcLCYsGCBQAAFAp16dKlwZo6wv9QVlaWkZEhk8kaGhq/3Dg7O7u+vr5/fQeg\nqO1Ik7Yd5Tl2WCz227dvdXV1sOBx4MD/vrCw0NvbGypcMwkPD79w4cLmzZtramp48lkIw8Xr\n16/PnTvn5OQ0depUKFT2S378+KGvr29ubk4mkwUFBSUlJQEAcnJynZ2dxsbGWlpafHx8r1+/\nNjc3X7t2LQBAV1dXTExs4cKFWCxWXFw8MDDQ1tY2IiLCyMjozJkzDQ0NUVFRrAdSc3MzbE7g\n6OiooKBAJpMDAwMH59v/0Tg4OISGhsJ2vUy6uroKCgr6MRpsJgZ6yMkTEhKCJa47duzo32wR\nBoM5c+Zs27Zt9+7dnM1/OUGj0efOnbO0tGTtC8LKpUuXLl68uH79eiSNZyiRlJSsrq6uq6tj\nO5c5qaioCA0Nra2tzczMZF1+69atMWPG/FKw5vTp0+/evUtJSRnojHnKKPfYAQD4+Ph4Ljwo\nLS1dUVGxePFi1oWmpqYyMjLa2towqx3h94JIJPLz8/Pz89Pp9FWrVtXX1+/cuRM2B4NQqVSm\njjEAICcnh0wmZ2Zm7tixQ0JCIjs7GxZAfPr0idX7IigoyKyiaG1tBQCkpqaOGzdOUVGxrKxM\nRkbGysoKimIAAMTExODFhUgkPnr0yNDQcPbs2ZKSkhs3btTR0UGhUPn5+Xv37i0sLAwODj5z\n5oybm9tQ/Tx/NObm5nl5eWfOnOmHLBkGgyGTyT3J5Do4OCgoKOzYscPFxaXfAigIvAWDwXDT\nJBSes3x8fM7Ozs7Ozj1tNm/evODg4OXLl3OjnVRTU0MkEhHJcZ7ApeKsoqKigoLCjx8/oEgN\nk8ePH7e1tT169Mjb27uX3dFo9PTp0wc00UFg1Bp2WVlZY8eO1dLS6tNeOTk58vLyvdj48KlL\nRUUlJSWFTCaXlZUx1QemTp1aX1/PZQImwoiisrLSwMBAVFT08+fPYmJiM2bMSEpKMjIyYm5g\nZWX1/PlzMTGxly9fGhoaxsXF2drawigbVDCxsLDYt2+fpKSkoaFhe3u7uLg43JFIJFKpVCqF\nIigktH79+hkzZgQEBAAAampqYEoHqxDdggULbGxsBAUFq6qqAABlZWXv378HAKiqqhKJRAAA\nvPo4OjpmZGT8MnEEgSfQ6fT29nbwP7u8F0gkUlRUlIaGhpmZGXMhLIDtpQz21KlTmZmZtbW1\niGE3KrG2tm5tbeWmDrq+vl5DQ4NIJGZkZLAeQgiDQWxsLA6Hc3FxERYWPnXqVFBQENt938vL\nS0FBAQZYfjtGp2GXmpo6b948YWFhHA7Hfa1KUlKSpaVl73sxE2bRaLS+vn5lZWVCQgKzQg2x\n6n5Tvnz50tra2traWllZqa+vHx8f39HRwewiQCAQXr16RaPRWltbs7KyDA0NoRMOHgzwTxcQ\nEICdZG/duuXs7Lxs2TLYzq6zs/Pz589kMnnixIkoFOrIkSMpKSkoFOrKlSuKiookEikkJERT\nUxPm34iIiMTGxvr6+t67dw8A0NraqqysrKqqumbNmjFjxggICMCczrKyspKSkvLycg8PDwUF\nheH5yf4Y0Gj0y5cvP3z48EsZlKioKCcnJxERkaqqqrFjx8KFvzTsnJ2dcThcfn7+mjVr7t69\ny8OZIwwB3ARYuVS3IRKJ8PkNtqBFGDwaGhrs7OwAABgMxtXVFYVCcfpTJ02aFBQUNByz4wGj\n07CDJxIKheqTpcUUs+nlXIX1sAwGg0QitbW1AQBgzjvCb82iRYv8/f0lJSX19fWJRCKBQIBJ\nchAsFhsVFXXz5k0dHR1YGWNnZ7dx48bw8HAUCpWamso6FIzeMjVN0tPT4XGFx+Pd3Nxu3779\n/v17Zm1EVFTUzp07hYSEqqur8Xi8jIwMFoudPXu2tLQ0Hx/frFmzIiMjGQzGxo0bwzLNiQAA\nIABJREFUJSUlr169CgBITEzcunUrHx+fsrIy03pAGFTGjx8/fvz4X24G1QcVFBSYmdQtLS0/\nf/6k0+m9ZIM4ODh8+vTp33//TU9PZzAYo6mv0eiG532oxo8fn5OTQyAQzM3NeTUmQrdISUnp\n6elVVlZOmTKFuXA0nXqj07AzMzP78OGDpKRkn0oaraysMjIyFBQU5OXle9+SwWCIiIikpaV9\n/foVqVofBaDR6N27d+Px+KtXrx47dqyrq+vdu3doNFpXVxdevm1sbObPn19WVgbdeGg0evv2\n7ZmZmRYWFmzOXQ8PDyUlpUWLFgEA3r59a29vDwCYpj7xB4lMIBA+fPjw7du3T58+LViw4MiR\nI+np6RgMRlVVNSsra8WKFRMmTPjy5YuhoWFYWJi/v/+uXbuEhYXj4uLu378PAGhsbIRxfxKJ\nNHbs2M+fP49Y3fM/kzlz5tTX10PfKlyyevXq3NxcGRmZ3p8wDx8+LC4uvnDhQhQK9fbt2z17\n9tjb2yNVz38grOkfCIMHPz//x48fSSQSVJocfb1iR6dhBwBgk67gBhQK9cvMBgqFQqFQoEtv\n8uTJsMM3wuggKCiIeTc9cOBAcnLyzp07YfEpg8EwMDAoLy/38vLavXu3qKjokiVLOjs7Ozo6\n2AaRl5fX09N7/Pixuro69MyhUCh1WRkGgTRhwoT169efPXs2Ojp64cKFL1++BACcPHnS3d39\nzp07AICmpiYCgYDBYLy9vTMzM/F4/MKFC+fPn7948WI8Hh8bGwsAiIuLExAQWLBggYCAwIcP\nH/7777/Nmzf/8lEEYWhgs/JhzQRrzU1Pex0/fhy+joiIyMnJ+fr166FDh0bTnWb0wZMq1zt3\n7mRkZHh6eo4bN27goyFwDxqNZuqHjz5GrWE3GDAYDHd398rKSt7qyCOMENTU1AAA6urqx44d\ni4mJAQD8+PEDrqLT6VB85OTJk97e3qmpqVBYmC0OCwDA4/Fr167F4/FCQkJHjhx58ODB33//\nLSMiUkaiVFVVbdu2Dd7sf/786ePjk5eXt2PHDn5+/o0bN2KxWC0tLVh1sWPHjvb2diigIC4u\n/vz58+bm5qVLl0pISMyfP9/a2rqzs/P27dteXl7l5eUVFRXXrl0bsl9ptEImkzk9oNXV1QcO\nHDAxMYHa0X3l/v37S5cu7erq4j4nZOvWrd++fbOzs0OhUN+/f8/IyFi6dCmzFgdh5DDwvuFk\nMtnFxYVAIMjLy58+fZp3U0PoD6PpOQpJ9u8DZDK5ubkZAMDpp0EYBaxcubKmpubz588ODg63\nbt0KDw+HaW0AAD4+viVLlgAA6HQ6kUjs7OyEwdampiYymezt7R0UFPTkyZNVq1Z9/PjRxMRE\nTEwMFjocP34ch8MlFXwEAMCDBxbD8vHx7d+/PywsDPp4BAQE1q1bx9RJwWAwAgICHR0diYmJ\nJBIJACAlJfXu3bsXL15gsdiPHz9evHjR0dHx+/fvAAnf8IKAgABRUdGdO3eyLY+IiHjw4MGB\nAwdgQm1fERERkZGR6VOy7+TJk589e7Zt2zYAgL29/Zo1azhnhTASgHbAQKwBAQGBjRs3jh8/\nHsnnGQgfP36EYvIDZDQJDSIeuz4gKCjo5uYWHBzMjZg1wm8HmUyWkJCAHjU5OTnW9mIAgLlz\n5yYmJs6ePfvAgQMLFiyQk5PDYDCWlpbPnj1zd3cHAGhpaZWUlBAIhBcvXlAoFAwGU1dX9/nz\nZwDAj/YOSQBsbW0nTZrk5uZGo9GEhYUBADU1NRUVFSYmJmw3fn9//9zc3D179uDxeGVl5XPn\nzjHVsB0cHKKiokxMTAAAGhoar1+/Rtw5AyctLY1CoXCqjNrY2Ny/f9/c3FxCQqJ/I8N/lvX/\nraqqwuFws2fP/qW1JyUlBQBASmQGQkdHh5CQUE86ggOBJw4ebgTzEHrBz89v37592traxcXF\n/R5k9HUKRTx2fUNNTQ1WLA73RBB4zM+fP+Xl5WVlZb98+dLtBnA5s8mjvr5+YmKii4uLgYGB\ngIAANPI0NTW3bNkC/pdcJS4uDgu0pcVEAADS0tI7d+6Eq9LS0t69e2dkZGRubh4VFcX2WW5u\nbgsXLlRSUgIAVFdXnzlzhrkKuv2kpKRwONyHDx/ExcULCwv9/PyYUWOEfuDt7X306FHWFpAQ\nHR2dvLy8K1eu9Gm0nJwc5lHE1l+cRCLNmDFj3rx5YWFhvxznwYMHBQUFfn5+ffp0BCYFBQWy\nsrJqamqwawtvGU0Ont8XqC7Z2to68L9jNIVi/yCPHZVK5VJPqBcGkldBIpEePXqkp6eHlFyM\nQC5fvgyv/vn5+dra2pwbnD59Wk9Pj01FNioq6vv372QyGQCgrKxcUlICl5NIJE9PTxwOBxXv\nWvGEMXR6Q0MDPz+/lJRUbW2tqKgoUw/z9evXSUlJx44d09HRAQC8efMmPz8/MjISi8WGhIR4\ne3vLy8sTCAQsFnvq1KnGxsbjx49DMWS4+19//VVcXPz+/XtubAWEbtHQ0OhdX557srKyoD+1\npKREU1OTzS2HRqPhYyE31yIBAQHkWjEQSkpKiERibW3tjx8/4PnS0NDAvbJp7ww8xw5h4Pz9\n9996enrTp08fiFmGVMX+rjx8+HDTpk3r16+/cePGQMYZiLc2JCRk586dY8eOraqqYu03gDAS\n0NfXBwCMHTvWxsam2w1kZWX37t3LfJuVlbVmzRrYImLbtm2ioqKbN29mrn369OnZs2cBAFgs\nlkgkGiiNe1tSkpeXp6GhUVRUhMPhdHR0urq6nJ2dY2Njr1+/zmAwBAUFQ0JCAACrV6+uqalp\namq6fPlyV1dXY2NjSkpKZmbmggULLly40NnZaWRkxCqzp6OjU1xcrKurOyi/C0IfgXaboKAg\naw4W07zDYDAfPnyoqKiYMWPGME7yD8HW1hZ2FIDdovbu3XvlypXdu3f7+/sPfHDEsBsJYLHY\nVatWDf3nkkgkLluWDQt/Sig2LS0Nj8c/efIEAJCZmWlubg5vov2jfyezoqIiAEBKSqqnA6Kh\noQG5TAwXf/31V1lZWW1tLbPk+c6dO05OTrAYFkKj0fLz86HgcGhoKLTq+Pn5N2zY8O+//0Jj\ni0gkurq6pqenq6mpGRoaPnr0aNq0aUt0teFeQUFBIiIiU6dOFRISunjx4pkzZ758+cJgMISF\nhZluQlNTUwwGY2xsDACAtbf8/PxTpkz5+PFjZ2cnPz8/zLdjMBgHDhxwcnIKDg6ur68/cuTI\nUP5cCD0xY8aMvLy8oqKinjJx5eTkZs6cOZrcAyMWDAYjLy+/f/9+aMnBNCzY0xkBgQmz7wCX\n2y9dunTs2LEvXrwYzEkNiD/FsPv777/d3NxgMtP169czMzM9PT37MQ787/vnt7O2tsbhcAUF\nBd1GYa5duyYvL480AB1GJkyYwLTqyGTyzp07Q0NDmYWxAAAXF5epU6dKSkqGhobCLq4AACqV\nWlpaytzm2bNn/v7+ly9fDgsLy83NhVJJYvx8srKyAICGhobq6mq4JQy8GhsbW1tb4/F4Ly8v\nWHp59+7dlpYWKysrPB6/f/9+Dw+Px48fy8rKwuw6KpUKJa8KCgp8fX1DQ0MTExN5FV1C4AkG\nBgbMFtIDr51EGAiRkZGlpaXwLL5+/bqPj8/t27d5MjLyz44yuDTsyGTymzdv8Hh8VlbWYE+p\n3/wphp2SktK5c+fmzJkDANixY4eZmdmJEyd62Z5Go3WbjT5Aj5qamlpPoogwPWsgpT0IPASN\nRmtoaIwZM2b69Onx8fFQcwQm4XV0dAQHB8NyV0VFxZUrV9ra2jJ3NDU11dfXNzMzmzRpEgAA\n1uGLY/hlpaWnTJkSEhIC1fIoFArUpDU3N1+xYoWAgICWlhazFVVzc7OCgoKiomJ7e7uXlxdM\n7Js/f/6ZM2fQaPS8efM6Ozv19fWtrKxMTU1/i4eB9vb2v//+G4o2T5w4cePGjUwDtycmTJiA\n4uDYsWNDM2FIcnKyt7f3z58/+z1CX2//OTk58NBC4Alubm729vaXLl0CAKipqe3fv19FRYUn\nIyOG3aihTzl2AgICMTExnp6ee/bsGeR59Z8/JceOFVNT04yMjF42YDAYRkZGnz59io+Pt7Ky\nYlsFBmbedXV12dvbCwsL3717l9V1d+zYMTU1tXnz5vV7ZARe8f79ew8Pj4KCAgCAq6trdXW1\np6fngQMHAgICNDQ0Pn78uH///srKyrS0tBMnTsAOoUxkZGQ+ffoEALCzs8vMzFyxYgUAAM1g\nCPPzy48f7+joCACoqqqKjIxsamoCAJw/f15AQODz589qampoNDo7OzspKUlTUxM2Ag8NDXV3\ndxcQEEChUCQSSV5enk6n19bW1tXVPX361MPDY+bMmSM/fN/R0WFqalpYWKikpGRnZ1dZWRkR\nEREXF5ebm6ulpdXtLhQKpaqqSlpamun6gsBK4cGjoaHBw8Nj2rRpO3bsIJFIK1eubGtra2tr\nO3/+/KB+LuTdu3czZ84UEhIqKSnhlf3xhzN9+nTYkY/nICbdKIP7P3Tx4sWLFy8e1MkMkD/R\nsPslRCKxoqKCRqOVlJTw3LBLT09PSkoCALx9+xZq2EKkpKRcXV37PSwCr0hISFi1ahWFQhEW\nFtbV1aVQKNXV1cXFxXJyclJSUgUFBTk5OdevX9+/f7+TkxPn7kQi0cfH5/v377ADWGhoqJaW\nlmNMPI3BECgqOnXqlIeHh6ura3x8PJS9OH/+vKioqLS0NBqNjoqKWr9+PQBATU3t5s2brq6u\np06dCg8Pp1Aoc+fOvXfvnpaWVnBwMBaLXbly5adPn6SlpdXU1Orr658+fQqLP0YmQUFBhYWF\ntra29+/fhw8zYWFhDg4O27dv52zdAamurqbRaM7OzrAGZci4ffv2zZs3AQCrVq2SlpY2NDR8\n8+bNQCSg+3StgD/OL1uQISAgIPTCnxKK7RNYLPbp06dXr17dsWMHzwefN2/emjVrHB0dYXY8\nwkjj+fPnFAoFjUafPXs2JycnLS1NUVHx7t27eDy+urq6vr7ew8MjJibm5MmTzF06OjqYaZcH\nDhxwd3cPDAyEFRJ6enoUCoVEpVJpNDwe7+npSafTYSafkZHRuXPnvn79isPhoP4tUy+tvLzc\n1NRUQUEBAFBRUVFbWxsdHU2lUr98+bJ8+fKcnBzoFKRSqTk5OdXV1SM52wMAAF0mAQEBTBf1\npk2bTExM0tPTOzs7u92lrKwMAKCurj5kk4RYWFioqqra2dlBWeDk5OSmpiZ7e/sBDsuleTdt\n2rSCgoJPnz4pKCjExcW9fft2gJ+LgIDAJD4+XlpamvO23tfiiZHPn2vYwVBXT8yaNWvHjh2w\nPQBvERISio6ODgkJQR7KRyaHDh3atWtXUlKSqanpmjVrPDw8oKSwhYWFs7OzgICAk5PTxIkT\nme66d+/eycrKTp48GUrWwX6jfHx8Hh4eeDze0dGRj4/P2XCK7BgJAMDUqVONjY0fPnwIANDR\n0SkqKlq/fv2pU6fgULW1tfCFkpKSpqZmYWEhDoeDxwkajVZSUvLx8ZGVlV21ahWswKXRaFeu\nXPnnn3/Wrl07xL9Sn6ioqIApg6wLVVRUGAxGeXl5t7vgcDgAAFscdggwMDCoqKh4+PAhU6Bk\ngMpEffXxT548eeLEiY8fP7a1tTU2Noa/A8JwQSKRYmNjWaujmIwmO+AP4enTp83Nzffu3WNb\n3tnZicPhRlPH7T/UsFu8eLGUlBTnH/xLBpgwm56eLisr220ID2GEoKamFhAQsHjxYgcHh3v3\n7vn7+zs4OKSnp8vLywcHBy9YsGDTpk0vX75cvXo13L6oqIhIJJaWljY3NwcGBmpoaLx69aqx\nsdHW1haFQkVHR5eUlAS/L+BDow0NDRUUFHJychgMBhaLxePxhoaGOTk5//77b3t7e21trY2N\njYmJyaJFi4yNjf/55x8sFqumprZp0yYAgIiIyOfPn2Gw3tTUtKioaP/+/dHR0TU1NQYGBsyq\ni5FJcnIyW8iVTqe/evUKhUIxVZrZgAZNdna2oaGhiIiItrb21q1bGxsbh2C2bNBotIF3ouyr\nESAjIwMAEBcXH+H/7KgnKCjIzs7OyMgIipAj/NYcPnx4x44d4eHhbMsLCgpaWlpiYmK+/T/2\nzjweyu/9/2cWZuw7kS20iFIpS+pdEaVoU6lU2lSi0q5F2klKCy3SJkWytSgppBJlKWtE2bfG\nHsbMmJnfH+f7vn/zmcF7MJZ0P//w4Mw9Z46Zue/7OtfyuvLzB2RhPOfvMuxyc3NdXFy+fv2a\nkpJCoVCSk5O7O0MvDbvXr1+TSKTg4GD0MjHYKCoqYmv0PnPmTAwGQyQS586dO336dJi2X1xc\nvGjRohEjRiDNW01MTCwtLT08PPLz8x0dHR0dHQkEAtLfE9nrkylULBablpYGANDT0yORSBUV\nFVDl8ty5c6Kiovb29t7e3jgczt7ePiQkxMPD48uXLwAAPz+/uLi4N2/erFy50sLCory8/OnT\np1OnTvXy8vLx8fHw8FixYgXsqzNomTBhAlSIhTAYjD179lRXVy9evFhcXLzDp0DD7tChQ/z8\n/AsXLsRgMH5+flpaWpwerNzc3OUswPpHXtHW1jZq1Khhw4Z1eK2IiYkxNTWFyZTV1dVHjhyJ\ni4vjyesaGhoWFRUVFxdDlRyUgQK6xkVFRTkDLLwVKKZSqceOHbty5QrqCOw7NDQ0rl27ZmFh\nwTY+btw4YWFhMzOzIdMF/i8qnqirq1u6dGl2dvarV69CQkISExN7kELHatjFxsY+efLE0dGR\n+2+Dvb19fX39zJkzYcAOZZDw7t27GTNmiIqK7tix4+DBgzAE7+3tfe7cOTweD0Oxx48fDw0N\nLSkpodFoAAAkhujp6fns2bPExMSgoCAJCQkikYhUeoaGhkKFlDHSUpojNcraGStXrvTz89u6\ndWtzc/OePXuwWOzcuXNh2ygogzJ8+PCpU6fq6+tLSUnBcQ8PjydPnhgZGUF5bT09vdbWVmjJ\nEYlEcXFxXV1dUVHRfn/PekhVVdWOHTseP348fPjwLnqwkkgkGRmZmzdvws68DAbD1dX11KlT\n27dvh+8DQk1NzePHj3m1PG9v748fP548eRJGgauqqqApmZWVNWXKFLaDvby83rx5QyKRFi9e\nfOHCBQ8Pjxs3blRXV7O2Eetx+o6Kikqv/hMUXrBu3brJkyePGDGirzNnIiMjobSqvr4+2pWk\nnxEXFx89evRQ0nj/iwy7kydPQs3xf/75x9jYuGfqX6yGnZ2d3c+fPysrK7kvp1dQUPD29u7B\n66L0KVCzsKmp6dSpU8rKynZ2dnAcig6GhIQICAjMnz8/OzubTCY3NjY+ffp03rx5AIDIyMii\noiIAgLa29uzZswEAHz58QNx1UDAFAGA7Ufvh96Kq1tZbt26lpqZu3ryZyWR++fLlwoULtra2\nc+bMcXd3v3Tp0uTJk9evX5+ZmZmeng5vJAwGw93dvbGxsaqqCovFMhiMiooKAICkpOSyZcsm\nTJiQlJRkaWnJ1pB0cMJkMq9du3bw4MGmpqZp06YFBARApeUOYQvdYrFYV1fXoKCgFy9eNDc3\nswYoJ0+eDCstINHR0fb29j1bIZlM3rNnD5VKVVRU9PDwAACoqqoGBQVVVVUhDlpW7O3tq6ur\nYaM5IyMjIpE4e/bsvv4sSktLnz59unDhwr5WfkGBdF1vzivRE11dXQUFBQkJiSHjNEIZQP6A\n+0HPaGxsfPv2LWvEE54w06ZN602wBl614c8FCxaIiIjMnTu314tFGWAWLVoUGho6duxYCQkJ\nfX191oc+fPiwbNkyCwsLLy8vLBYrJCSkoKCwdetWaWnp69evL1++/NmzZwcPHnz48CG0Allt\njiNHjkycOFFGRkZdXDyzuJhEIh0/fjwuLo5CoVCp1KqqKgBAbm4uACAhIcHf3z88PJxOp5eU\nlCCVPVgs9sSJE6NGjSoqKoK+H35+fmNj45qamuvXr7948aKysvLevXv99kb1mNraWgsLCwcH\nByKR6Ofn9/bt2+56pPB4PCwkZxPxJhKJaiz0pgmHgIDApk2btLW1oeI0dLNZW1vv3LmzwzaA\n8+fPT05OXr16NQBgwYIFjY2NgYGBPX51LrG3t3d0dOyLgn2UbsFbC15ZWbmkpCQrK4u1DTRK\n/9D7qHpwcPC6devgxXwwMGQNu0WLFs2aNYu1a/u2bdtKS0vj4+N7My2rYefl5dXQ0IBWQgwB\ncDicpqamnZ1dZmYmDIACAI4dO6agoJCSkgI35c+fP4fjb9++ffLkybp16+zt7dva2oSFhU1N\nTeXl5Q0NDfn5+bOyspBp+fn5Fy1aNHz48KxqkpiQoKCg4ObNm2fOnLlq1aqIiAjoM7ayshIV\nFX327JmtrW14ePjatWujoqJYQ6s7duxAepYrKSklJCTExMTAJR09enTNmjUXLlzolzep55DJ\nZAsLixcvXlhYWOTl5W3cuLHrwBaDwWhvb+ds3Adj4lAapo/w8fHJzMw0NDSMiIiQkJDolrRk\nh/kVPG8VDzeonQk7o/y5oDoJA0UvT08mk7lt27Z79+5BN/9gYMiGYuFdAXZeR+h98ILVsAO8\n3rShDCCrVq36+vVrVlaWn58fHAkICKisrHRxcdm7d29aWtquXbtaW1uLi4tZu4MoKytnZ2cL\nCgrS6fT09HTYRhCKDDOZzIiIiLy8vIKCghPNzQAABQWFSZMmsebX//r168CBA/B3ISGh9vZ2\nf39/PT09YWHhffv2YTCYYcOGXbx40czM7MePHyIiIrBYEmHy5Mn+/v59/c70Hjc3t6SkJCcn\np/Pnz3NzyuTm5mppaa1YsYLVAcZgMJKTk2FHsr5c7P/x+vXrxsbGkJCQLhIBBwQvL689e/ag\ncVgUFF7Ry3g6BoOxtbUNCQlh7S05sAxZwy48PDw1NfWff/7h7bTdaiqH8gehra399etXLS0t\nAMCzZ8/q6+u9vLysrKyam5tLS0vPnTunr68Pg60w1w0AICkpaWdnV1paOnr0aAaDERIScubM\nmatXrxIIhAsXLsTExCxZsgSwbMQFBASampqkpaWRF5WRkRk+fDiUr4uMjHRwcMjOzk5PT8/L\ny4uOjobHTJ06dfPmzUjjssjIyIcPHzo5OU2ZMoVOp2MwmEG+u6DT6bdu3ZKQkDh16lRnSyWT\nydXV1fz8/FDrTlNTc9SoUY8fP16/fj1s3cNkMj08PLKysnbv3t0/jo39+/fj8XhLS8tezkMi\nkVpbW3myJATUqkNB4SG9b/t7/vz58+fP825FvWXIGnaSkpKmpqY8nxbemVCf+RCDyWS2trZq\naWmNGjXKz88PFk/4+fmdO3fu8uXLQUFBX758odFosB4WADB//vy2tjYhIaHDhw/fv39fQUEh\nOTk5MDAQxgpfvnzZ2Ng4Y8YMAAAfHx90GxuP1mgUFmtqakJetL6+fsGCBRMnTnR2dtbV1TU0\nNAwMDIyOjpaSkjp//ryKikpLS0tDQ8OLFy82b94Mn8JgMGxsbBobG3/9+vXgwQMdHR0ikZie\nnj6Yq2JLSkoqKirExMRMTEw4Hw0PD5eXl09ISDA1NdXR0fn69SsAAIqbmJmZzZkzZ/bs2XJy\ncunp6VlZWRMmTGBt+NGnqKioXLp0qZeTfPz4EVaBDIgCHwoKyt/JkDXs+gi2UGwvSU9P379/\n/9y5c3ft2sWTCVF6RmlpaVhYGABg2bJlZDJZWFi4vb3d0dERNpMAABQWFm7YsOH27dsAAAKB\nEBkZCVVRnj59mpubixRAqKmp8fPzNzQ03L59+82bNx8/fjxx4kTFz58zRQWxQkLvfpObmpoY\nDMaPHz/U1dXfvHnz4cMHAAA/P/+ECROYTOa4cePGjRs3a9asrKwsQUFB6OmJjo5ubm4WEhLa\nvXt3SUkJFNvT0NCIjo6G5Rdfv37luWeah8Cq4cbGxg4bZFEolA6fNX369JSUlAsXLiQnJycm\nJmpqarq6uh48eLDDIoZBC+xagcFgkF5qKH8ojY2Nrq6uampqSNolKjg3xBhKgbi/6HJjZWX1\n/fv3wMDA3rRLR/o78WRJfn5+0dHRb9++dXJyGkrfqj+L5ubmLVu2iIqKSklJ1dfXk8nkixcv\n6ujosOqW2djY7Ny5MyIiQkNDA2rVvn379uPHj3FxcbGxsQAADAZDoVD8/PyoVGpdXR2RSCwp\nKVm+fLmCgoKsiPD9rJz6tjZZWdnfv3/b2dndvn1bQkKCwWDMmTMnJiYmLCwsLCxszZo1MGFu\nz549AID29vYPHz6oq6uvXbtWWFj48+fPFy9eBADo6emJioqeOHHi48ePcG3Dhg3r/zeNe2bN\nmvWft8DZs2dzHqOlpXXr1q0+Wxc7v379kpaW7u6p/fPnz+Dg4CVLlrAqMCPo6OiYm5uXl5dL\nSUn1YEmxsbF+fn5OTk6osNmA8+jRI+jBNTc3h/UrPC+LQRlY6HR6WVnZ0MhzGNTZOTykoqIi\nLCwsKyvr1atXvZkHml+8MuzWrFmjp6d3+PBh1KobQCIiIqKiopqamgoLC2k02suXL5uamoKD\ngxUUFPj4+HA4nImJiZ2d3fjx46urqz99+nTmzBkTExPovduzZ4+0tLSMjAyTyQwICDAxMcHh\ncI6OjkeOHAEAlJWVpaamVpFI9W1tAAA6nd7Y2Agz6urr6xsbGxcsWLBy5UoikQgAKC0tjY6O\n1tLSKigoiIuLe/fu3d69e3/8+OHu7k6lUidMmGBiYjJp0qTPnz+/efOmuLh42LBhLi4uQUFB\nHZoUKN3i0aNHcnJykyZN6u59eufOnQcPHlyzZk1nB4iKisIAfQ84dOhQYGDg0aNHe/Z0FB4y\nc+ZMFRUVExMTZWVlONL7xCyUQQLMmd6zZ4+SkhLcP//p/C0eOwUFBXd39+/fv3dxCeYG3hZP\n6OnpJSUlffr0qaKigq1FOkq/MX36dAKBQKFQcDjcrFmz7t27FxQUhDzq4eH9RH5tAAAgAElE\nQVSxf//+uLg4RUXFuLg4NTU1Z2dnRKM8NTW1pqaGn5/f0tJy/Pjx169ft7CwgFm0QkJCMMKe\nW14hLUhsZwACgQCjtOHh4VBMccWKFdu2bXN3dz958qS4uPidO3dycnIuXrwIPbiGhoY4HE5b\nW5uPjw+Dwbx58yY3N1dTUxMAkJKSYm9vLygoiDaJ5wnfv38HABQUFNBotG51hZk4ceLz588n\nT57c2QG9uf2vWbOmsrISNgtm4+PHj1++fFm7dq2IiEgPZkbpLlBLknUENemGGDCzhVXtvMfQ\n6fSBTcT/Www7AACiK9EbeL5LCw4OXrFihaioaGlp6WBOgR/CqKioBAcHL1y4kE6nT5o0CVZI\nwNJXUVFRWAPBYDBKSkrevHmD1DFAmEzmxIkTHRwc1q1bp6CgUFtb++zZs4KCgpiYmOXLl48c\nOXLJkiVUKrW2lc4EoLGy0sPDY+7cuchNIjs7e/r06fz8/NevXwcAHDp0yMzMTE5OLicnZ+zY\nsUuWLKmpqRETE8NgMA0NDeXl5VpaWikpKQAAmH5HoVCMjY2jo6O7aOGAwg07d+6UlJTU19dn\ns+qYTGbXJ/uJEyd2797dWcdb0Dsfv4ODAwaDOXLkCBaLXbFiBTLe1tY2f/78hoaG6urqEydO\n9GBmFO5pb29PSUmZMGEC9KyjDCrIZHJUVNSUKVN6E0KF9W3Hjx/HYDDW1ta9XJKhoWFKSoq3\nt/eWLVt6OVWP+VtCsbyFh4YddAIzGAw0V2MAaW5uBv+2ebh79y4fHx/8XJqampKSkgoLC93c\n3Hbs2LFy5crY2Nj169fD5lHe3t6urq5fvnyRlZWtra2FlY9r1qxxcnLaunXr1q1bRUVFpaWl\nMRgMEwA8FstkMouLi318fPbv308gEFauXDlt2jQGgyEpKamrqysmJmZlZSUvL3///v1FixZ5\neHisXbuWwWBgMBhHR0cZGRltbe1Hjx5du3Ztw4YNVVVVT548odPpOTk5iDAKSo8RFRV1cHBg\nc7yVl5erqKiMHz++rq6ui+d2YdWBXidv+Pv7FxYW3r17l3WQSCRqaGjgcLgxY8b0bFoU7tm3\nb5+hoeHy5cvZxqE1gF63BxZ3d/clS5YYGBi0trbeu3cP6eLYLeBmXlFRcfPmzdzonzMYjLlz\n52pra5eVlcE/09LSYJsrOp3++fPn9vZ2Hx+fHqyEV6CGXU/g4clsbW0dHx+fnZ3dp3r6KF1A\noVBgpRtUvq2srERkTQAAycnJqqqqzs7Oly5dioqKMjExuXv3LoVCiYmJ2b59u6ioqLKy8pQp\nU379+rVp06Zjx475+PhAzbn09PTFixfX1tYymUwxAoH+bx+F4cOHf/36lUKhTJkyZcaMGQoK\nCrm5uQkJCePGjdu0aRNcg4aGxoEDB+7fvz9nzpyqqqqbN2/C+tzv37/funUrIyPDxsbGwMDg\n9OnTmzdvXrZsWf+/aX8DycnJpaWlmZmZMFDLBpv4eWf0oNyKRCJFR0fD+8Tp06dXrFgB28Oz\nkpSU1FkHW5TeUFlZ6enpCbuKQ6B3nEwmsx0J7wKc/VF4wpEjR/7555+8vLy+mHwoAVMRRERE\nrl+/vm7dOlNT07a2tu5O0t06mKKiolevXmVnZ8fExAAA9uzZo6ura2FhAQDA4XC2trYyMjIn\nT57s7jJ4yF8Uih2cYLHYwaxV8TfAz88vLy9fW1urpaWVn5+/dOlSOTm569evQ/lf6I9hMBgP\nHjyA2U58fHwSEhJUKrWhocHc3Nzd3V1aWnr69OkFBQXGxsZUKtXd3d3CwmLOnDng3/v6Xn3d\nq2nplc0tAICUlJSgoKBPnz69fPny/fv3AID3799TKBQofXL06FESiSQpKamkpFRRUUGj0bZs\n2UKlUrFY7MWLF7du3fr58+fIyEg5Obnly5e3t7fv3r27oaGBtUEtCq+YN2/ekSNHYIiWdZxO\npxsaGhYXFz9//py1dLpDemDYmZubp6amuri4nDhxwsTEpEP9PxwOR6FQPD09LS0t0fZiPOTI\nkSO3b98OCAiAkooAgPPnz5ubm0+fPr3D4/vCYxcaGnr69GkAwIMHD9BQe9fs2bPH2Nh4zJgx\nkZGRAAAFBQW2bAoSiSQsLAy15TsDljdxr0mkpqZ25syZ0tJSKysrAABUJ4VCVAAAWFc3sKCG\nXfdAHe9DDwwGk5KSQiKRYNvf1tbW379/I3EWb29vCwuLjRs3wmpWAICgoOD69ethVtzv379H\njBhhYGAAc+ZiY2NjY2M1NDSgzw+DwaiqqPhN1SXgcMfeJ8KnQ50ULBZbWFiIwWAkJSUBALCP\n2ZgxY+bNm+fl5XXv3r2zZ8+ePn2an5//6dOnAAAGg/Hp06ft27c/e/astrbW0dERVngkJCSI\ni4tXVFR0feVC6QH8/PwdbrsrKyuh5M2nT5/+07DrgfIlvMH8523G2dk5ICDg8ePHHQoEovQM\n2Cp6woQJyIiwsPCiRYv6cw1OTk4AAHl5eVtb2/583T8RDAYzadIkAMCyZcugVgDruZaammpo\naCgmJvbt2zfWlj9swN1Xt8QmDx48iPx+4cIFc3NzmI09SEANu+6BpMQN9EJQeAmBQFBUVLx6\n9WpISIi1tXVcXJy/vz/szSouLm5nZwetOgwGIy0tTSKR7t27p6+vn5CQQCKRAAD5+fkwVKqg\noFBXV+fn55eUlAQAwOFw44YrVP5uPpXwic5kAgCIRGJlZSX4NzGLyWTW1tZu27YNfqMKCgqU\nlJRqamoYDMbu3bvh5KqqqjU1Nc3NzdCYSE5OVlNTg0paYmJijY2NZDL5xIkTbm5uA/Tm/XUo\nKireunWruLiYm/tuD+4ZUVFRGRkZRkZGXR/GaYKgcENTU5OLi4uqqiqnLHxBQQGTyczKyoKt\nBbuGt9JXrNjY2Ny7d+/ixYv90xZ5yIAo0SAUFxfTaLSampr6+vouDLtefpRiYmJLly7t2XP7\nCNSw6x59mleBMrBoaGhAHZMRI0YoKCjExMSsWLFi1qxZv3//hgdMmzatrq6ORCKJiorCkoWC\nggIAgJaW1rt37wAAFRUVAABEOphOpyvy4VzfJ+bXNSiJimjJSidU17S1tYmIiLCm7ODxeJhQ\n1d7ejvSeMjIyEhERef/+vZGR0alTpx49ejRnzpz79++vXbtWRUVl3bp1AAAdHZ0ZM2acPHnS\n3d197dq1UAkFpR+Azl1ugIZdt8qtxMXFuUnP2Ldv34YNG3omffw38/jx48uXLwMAzM3N2apP\nNmzY8P79e2tra1bBo87ou3uBu7u7u7s7z6cdMjx69OjDhw/79+9XUlLq+sgFCxb4+/srKCjA\nnfDfA2rYdQ8YoUMNu6HH79+/g4KC9PT0dHR0KBSKtbV1U1NTZGTk+vXrnz17Zmpq+vr1awKB\nALOqkfu0kZFRY2MjmwItHo8XFhZuaGhgMpkPkj5vmzjuUc53AT58VEEh8lqsx0tLS0tKSpqb\nm587dw4AoKOjw8fHFxkZ6ejoWFRUVFRUFBkZGRsbW1JSAsOyJBKppKQEAPDu3TtYuqGkpIQW\nSA5O4Felj1qKoVZdD5g5c+aIESNGjBihqqrK9pCmpub79+/Hjh3L/Wx9pGZXU1Njb2+vqqp6\n9uzZvnAK/rlQqdSNGze2tLTg8XgvL6+uD8bj8dwo13Jpo9NotB6Ljfcz6Deme/AkFOvv7y8v\nLz+wVTMobFy8eHHz5s1TpkwZN25cUlISzIdVV1fft2/fly9fPn/+XFhYmJeXh8fjCQRCYWEh\njKW+evXq5MmT8+fP5+fnx+FwBAJBVVW1vb0dyXirbyWfTvisJiGW+asGeS08Hg/nwWKxMEMu\nKysLCtThcLg3b97AHhiJiYkzZ84EADQ0NLx+/XrhwoUhISEAgNbWVlipBwCIiopKSEgIDQ1F\n5VIHJz3w2KH0Kerq6j9//oyJieHUpbtx40ZlZSWXrT769DMNDw8PCQnx9PREC2PZ4Ofnt7Ky\nGjZsGKxO4wmct/XQ0NCtW7fC/TMkLi5OUlLS0tKSVy/ap6Aeu/+BRqOFhIRoaGh0lhMNPXZc\nKh10RkhISFVV1YMHD1xcXHozDwqv+Pr1a3FxMQCARqNlZWXl5+crKyuLiIjs3btXSUlJQEBg\n9erV3759Ky0tBQDAdDpYiEqj0VatWvX7928YS505c+bo0aObm5vr6uoiIyORUhtFkf9ftUok\nEkePHl1RUbFgwYJbt241NDTAcVghy2Aw9u/fDwu7kpKSkD6ws2bN4uPjo9FoUDlZQEBAVFS0\nqamJRqMNGzbs06dPGhoa/fVuoXQD6G4ZWBl6FO7hvvNyD8piOoRCodjb2wsLC1+6dAkxFufN\nmzdt2jRVVVX0vObk3r17/3lMenr6o0eP1q1bx03HRbaaSAaDsXnz5rq6OgEBAcQpmJiY2Nzc\n/Pbt29bWVkFBwZ6tvN9ADbv/4cGDB+vXr+fj4ysrK5OVleU8AJp08NbOxtOnT11cXHbs2LFx\n48auX+XYsWNSUlI2NjY8WTNKL6HT6bNnz66trcXj8bAVTGpqKtyrPXjwAABAJpPT0tIoFIq4\nuDiDwYDOPAwGg8PhMBgMzKsDAIiIiMTExMTExGhra2dlZQEARAQEXAx0tWWljVWUTs8wMnkY\nklNT19bWBlU02doWwy8Vk8m8c+cOHMFgMLDLzZgxY3R1dcPCwu7evTtt2rRnz54FBQVBuSZY\nYx8REbF3795+er+GHDQaLSAgQEVFxdjYmOeT87YJIcrgATp4uNRJaGxsLCws7LDSJSYmBp7y\nK1asmDp1KhwcPnw43Omh9AwHB4eEhISsrCyYvoJQUlLCWWPBdnpisdiVK1eGhoYuWLAAGdyy\nZQuZTDYwMBj8Vh0YqqFYJpOZmJjYgzaasDWTpKRkZx9eFx6727dvZ2RkXLp06T9fZdKkSXfu\n3Jk9e3Z3l4fSF3z69Km2thYA0N7ezmQy29vbIyIiFixY4OLiggiYbdmyxdzcHPwrWaSjoyMu\nLk6n01lNfNi+Ao/HI5v4ERLiFiPVpg5XAAC0MxhLNf8vgRdWOZSVldnb2yNpUkpKSvLy8qw6\n1ZcvX9bQ0MDj8fPnz3/79q2FhcWqVaucnZ1jY2PZRDgfP37MlreHwj1hYWEbNmyYN28eLFjm\nLWir+D+X9vZ2W1vbNWvWUCgUzke5V7VlMBhTpkyZOHFihzlh06dPnzFjxrx58/5TOgeFe2CI\nY9asWayDhw4dUlFR2bp1K9vBnB+it7d3ZWUl69OlpKRg1g0A4NmzZ69fv+6bhfOGoemxi4qK\nmjdvHpFI/PHjh4KCAvdPNDU1LSkpkZaW7lAV7OLFi+/fv2cymR3m2O3du7e9vZ2tlyjK4Adm\ny/Hx8c2ePTsxMbGxsbGqqkpLS+vEiRNkMrmgoGDYsGF2dna+vr5I2PT79++dKdG3t7efPXt2\ny5YtJSUlmZWVY339lURFFESEP1dUEnH/d7pJSEjMmDGjpaUlMzMT2pQAgOrqaiaTCQXwlJSU\nGhsbt2/fDh86f/78+fPnx40bl52djXz3rKysYmJimpqaGAzG58+fIyIiuEkTRuFETU2Nj49P\nTk5OQkJioNeCMohITEz09/cHAISFhe3fv9/V1ZX10W4ZdvByAfd+AID79++fO3fOxcVl2bJl\nIiIib9++5fni/3JOnjzp4uLCJlYMRQw6bCQDuHa+JiYmQk8epywOjUZzcnIiEomenp4Du5cb\nmoYdskvuwZvbWQV1amoq1D1SU1OTk5PjPGDatGnPnz9nHaHRaMnJyZMmTUK7Rw9mxo4du23b\ntqtXr0ZFRTGZTCwWC4tS+fn58/LyXr161dzcfObMGcQCAwCIi4sjhh0Gg2EymXg8XkxMrKmp\nadSoUebm5tDjCy8Uv1paS5t+AwDI/7r3kpOToQHHKq0Es/QAAHg8fsWKFd7e3shD8CUyMzOR\nEUFBQQ0NjdDQUPioqqrqoJLH/LOYMmVKZWWlsLAwgUDoo5dAPXYDSGlpaWNjo7a2dnefqK+v\nb2lpmZKSUllZGRISwmbYcQ8ej3/37l12djaS7+/r65uZmXn16lW0H2DfwWbVAQAuXrw4Y8aM\n0aNHR0VFmZmZIaGVrk263Nzcq1evWltbQ2lJWVlZAoGAx+M5a9JjY2OvXr0KAFi8ePG0adN4\n9p90n6Fp2M2dOxcmnsvLy/NqztGjR48cObKmpkZQULDDHDtOdu/e7e3tvWjRovDwcF4tA6Uv\nMDMzu3XrFh6Pb2lpYTAYVCo1IyMjMzMTOeEReTloRQUFBU2fPp1KpSooKAgKCpaVld27d+/J\nkycPHz6EeigMBoOfn3+kmEhx4+/mfy02BKQXbU1NDT8/P/V/DyAQCOfOnbO1tYV2hqWlZXJy\nMuwsBCsnxMXFly5dClvoAACYTKaJiQln4ggK9/RYNyQ3NzctLW3x4sWddf6orq7m8nKB0hfU\n1dVpamq2tLRERkbOmzevW8+FfV++ffvm4+OzcuVKtke7FWSHAivIn0eOHLly5cru3bu7tR6U\nXqKgoLB27drhw4dDcStra2s43vWHePz48aCgoNjYWJg5ra6uXlJSgsfjYdMgVgwNDQ0MDIhE\n4oBH1Ydmjh0AQF9fX0VFhYcTCgsL5+XlnTx5kkAgcFkVCzMzOGN2KIONhQsXFhcXt7S0AACQ\nO3SHDViZTObSpUt1dXVhiL+tra2goKCtrc3b2xs2hIZoamrqjBsXvnRB+399VaBVN378+MTE\nxN27d5uamsLWn6NHj75x44a8vLylpWVaWhq89CgoKGAwmIaGBj8/v6ysLFhrKSkpWVxcDC86\nKP0JnU43NTW1sbHpLLP2/v37Dx8+/PbtG09su7CwsDFjxvj6+vZ+qr8HGo0Gt2cd5slxg6am\npre3N2cjkN5kT86ZM+f58+d9UayD0jV8fHwwgMZ6ee+6dN3c3FxYWHjJkiXIiKysLKdVBwAQ\nFRVNTEyMi4vrO98/lwxNj10fgcFgYIYTnU5nMBgRERGysrJdeFwdHBxMTU3RIok/Ak9PT/gL\nmUz28/PLzs6ePn36li1bYF8vGAyFDrMrV64ICQnduXPn+PHjMDlGT08PlrDBAwAAeXl5E8aM\n1rv9kIDHtXVk2/Hx8cFaDfhnZmbmoUOHGhoavnz5YmBgkJaWBtVTYRMLJMRfVlaGzCAiIgKX\nVFdX9/r16zNnzjx8+LCP3hyUDsHhcDIyMmVlZZ1pZEBjorOs3O5y7969vLw8Hx8fNJGXe+Tk\n5D5//lxXVzd9+nTezgztAFQ9+M+CSCTm5ORUV1fD9LjExMSYmBghISHQuY2+du3a1atX/1kf\nNGrYdY/09PSSkhJVVdXo6GgrKysAQHFxcYdRsLCwMCsrKzU1tdzc3H5fJkr3iIqKQgw7TU3N\nixcvZmVlISVsI0eOzM/PBwBISUnJycllZWWdPn362LFjSIacgoKClpZWdnY2Hx8fvJe3trb+\nKCxsoFAAABPkZDJ+1TBY0jgkJCTq6+sBAAQCAYPBtLW1MZnMuLg4eO0oLi52cnJKSEjw9fW9\nfPmyubl5UVER8lw8Hg/dP7AMFlFCZ7X5UPqNjx8/lpWVdSY2tn79+pcvX+bn5/NEsP7AgQNY\nLNbOzq73U/1VcNP4tf8hk8lfvnzR09Pro64kQ5i4uLh37945ODh00f61C6SlpZEnrlixoqSk\nREFBgUajdeHT/bOsOjCEQ7F9AZPJDAoKIpFIxcXFsH5CXFxcVFS0w4Nhrn1jYyOVI8UKZbDx\n9etX5HdZWVm2sCZiV5FIpJ8/f0KhYPBvyi0Wi7W2ttbW1t69ezd08sMrNamh8f8mryYxmExk\nMzhGRqq1tRWPxy9fvpxCobS1tS1evBg+BLVOKisrExIS6HQ6lLtj8waxBvVGjhy5cOFC+Dsq\nZDogJCYmLlu2rLNQLA6HU1FR4efn57LgrmumTp0aHh7e3UQxlD6il58pTMbfs2cPr9bzl0Cn\n05cvX37s2LHz588DAFpbW5cuXWpra8uZ8hQVFeXt7d11KpSBgQEej6+oqCCRSJ8+feL5aktK\nSo4dO5aWlsbzmbsG3St0AwwGM378+OTkZDExsYkTJ5aXlwsJCbEKj7Gybt06SUlJTU1N6OZF\nGcwg6Zg4HC4+Ph7+jsViZWVlq6qqkFoHAADSywuDwVy9ejU8PDwoKGjNmjXQ3goPD8/Nza2v\nrz937pyihHhJXT3yRAIe39beDgCYKCebS6oFALx48QIAQCAQEDsSiuQBABgMBpFILCoq0tTU\nHDt2rJCQEIPBkJaWhq0v1NTUWlpaqqury8rK8vPzcTjcqFGjDh061Idv0N9KVFQUPz9/F7lQ\n/v7+X79+PXfu3M6dO/tzYSgDAoVCmT17dmtra0xMDJcNRjsDSlGyCVKi/Cc4HG769OkvX76E\nYs6xsbFQHMDW1pb1PK2pqVm4cCGVSqXT6Z2dm+Xl5Q8fPmxsbDQ0NCwvL+8Lz+7Ro0fv3bsX\nEhLSzznQf5fHDqltZKWwsNDW1vbu3bsAgIaGhlmzZllZWXVWHrFgwQIoTgsAUFBQ6MyqAwDw\n8fFZWVl1q580ykBhZWWlrq4O/ld6mp+fH7G0WIGpGLBFxIYNG8C/XjQMBnPw4MGNGzfC2Nw5\nc9MxUhIYAAg43Iqxo3dOmQAAwAAQnPN/zR+hqBWFQoFxXvjqMHGHyWS2tbVBzfScnJzAwMCm\npqbi4uKZM2cSCAR1dfXq6mrwb10OFovNyclBPXY8Jzk52dzc3MTEBFY6d4ijo+O8efPOnj3b\nnwtDGSgyMzM/fPiQlpb27t07Vo9dD8y7oKCgJ0+eXLhwgacL/CsICwurr6+HbVtnzpw5d+7c\nZcuWIWLyEHFx8REjRhCJxM5uwQEBAYqKihMmTJCQkNi5c+eYMWNgOUVaWhrMk+EJhoaGAID+\n16L6iwy7nTt3ysnJcbZnvXbtmr+//6ZNm2g0Wlxc3Nu3b8PCwlhjc6xwdgvuLnV1db1sNYvC\ncyIjI2FJLCtjxoyBZhaSbCcjIyMsLIxc0N+9excfHw+VMmB1RWFh4YULFx4+fFhQUFDyqzq3\ntp4JAIVOf17wM/pnMQCACQC9yy9Ph9+N6OhoPB5fX1+/d+9eCoWCiJ4LCwuLiYkxGIwnT570\n6v9H6QgpKSkCgSAoKAg3ch2iq6sbGRmJtgf8S9DV1XV2dt6xY4e5uTmTyWxsbNy/f7+bm5uU\nlBQc4X4qSUnJBQsWoPEc7klPT4chCwAATHphMplmZmYJCQl2dnZs7yQej8/Ozq6urjY1Ne1w\ntsLCQgBAcXExUsTGYDD8/f11dXV1dXVZozSQFy9eyMrKbtq0qVtr3rJlS0tLi4+PT7ee1Xv+\nIsMObrtZVV4hCxcuHDFiBGwRO2fOnFWrVm3fvn3SpEkdToKcuj2z7V6+fCknJ2dgYMCTKjkU\nnpCYmLhkyRLYlZWVr1+/0un0+Ph4JyenFStWEAgEEomEaMcDAFpbW/38/GAypZKS0vjx48PD\nw2GihgA/nyBL8XwzlfalmtTZAlirsfj4+DhlVvz8/DQ0NKSkpBDhJSwWO2zYMB8fn7a2Njqd\nnpqa2sN/HqVz1NTUioqKiouLYafBnsGT7DqUQQIGg3Fzc7t06RKshqmqqkpOTvbx8WloaIiO\njubcHKLwinfv3k2YMGHs2LF1dXXIYGNjY3Jy8u/fvzts3YHD4TrLgAcA7Nq16+bNm+/fv2ct\nbIKZNhQKhfMG/fLlSxKJFBgY2N0zekB6y/5FOXa+vr4RERGcSt9GRkZIV1lBQUHY970zemmQ\n5ebmtre3FxQUkMlkdK82SOiiL0hbW5ukpOTSpUsjIiLodLqwsDCRSKypqUEOqK6udnJySklJ\n+fDhQ0lJiZeXV1xcHACglUJ1iIp1m2WUXFEd8f0HDoOh/fvNESXwk2ntNJYvkqOj49WrV6Gv\njkajsW4WMRgMDodra2v78eMHAADeOcaOHZuTk1NVVRUcHAxLc/oi7RcFcFSudJeSkhL4sXJ/\nM6DT6YsWLSKRSM+fP+9Z0R9KvyEjIzNs2LCdO3cWFxcbGBh0qHzZIUePHk1KSrpx4warajFK\nF8ALHezljQyy/dkthIWFEfcbjMzg8fhNmzYpKytrampyCtHt2rWLRqPNnTv3j+gi8xcZdmpq\nap0pfbe2th47dkxeXh42DesCVo9dD0qgN2/ezM/PP3HiRMSq27JlS1JS0q1btyZPntzd2VB4\ngra2tqqqanFxMefdl8FgTJ48mUajQYOej4/vyZMnpqamSAkFACA4OLiiogL+ztYZ+mBcgiiB\nn8FkMphMFVERDBZT1NDURGGvkk5MTMRisR0GYTu8ciEtaxkMBgwB5+bm5uXlQWVjlEFCYGDg\nqlWrxMXFYfoml3z//h3KFr5+/Zqz2wHK4AGLxUpKSp4/f767GVTNzc0nT54EADx48ODIkSN9\ns7qhhomJybt372RkZGRlZZFBCQmJhQsXpqamzp8/vzeTI5KEeDy+s6pzNTW169evP3v2bObM\nmQ4ODoO8F9xfZNh1QURExLlz5wAAxsbGOjo63Dyliy14aWmpjIxMh34gISEhBwcH5M/fv39D\nHfmIiAjUsBso+Pj4tm3btn//frZxQUHB1tZWRNwIig8bGRnBFoTDhg2rq6vT0dGBoiSs4HFY\nJoNJZzIBAIgZV9z0u7MFpKSkcA5ythpDgHYkBoN5+fIlHCkpKbl9+zaawj+ogMqCLS0t3Yrd\naGpqOjs7//r1CxGyQekjaDRab/QFe9x5QlhY+PDhw4mJiatWrerxq/9tYDCYDiWmIyIiej95\n12co6/fk/Pnz8fHxTU1Nzc3NAQEBp0+fNjAw6P0CeM5flGPXBVOnTlVWVjYwMOjW3rpDnj9/\nrqysPH78eG5cxCIiIl5eXqtWrUJ8wklJScHBwWhzyX4G1kSD/71MswXCGAxGY2Mj+DcowMfH\nR6VSk5OTqVQqW7fpdjqDznGl6OLyj8VioVLx/0zyX98B5GLEz8+vr+tVSGMAACAASURBVK+/\ndu3aro9H6WccHBzu3r27bNkypGMNl7i5ud26dWtAUnP+HoyNjaWlpaOiono8A5eFdPn5+Vu2\nbEE6O0NOnToVGhqanZ0NZcZRegaFQjl//ryfn19cXFxvShLhxbbDS+7SpUslJCRevXoF/3Ry\ncjIwMNi7d++JEydiY2OvXLnCdnxwcPDw4cM9PDx6vBiegBp2oLCw0NnZ+dChQ4mJiUiSRHV1\ntYWFhaOjY3e/LtCbQiKROHURy8rKrl69+vPnz6dPnyI1HE5OTg8ePID9o2pra42Nja2trW/f\nvt3LfwqlWyA6dqxbN6QCq8Megsij4F9TD3S5fWc19PD/BvGRmefPn8+2a/zPGwZ8LSwWS6PR\nMjIy/jht9MFPbm5udHR0j9NqBQUFbW1tJSQkAFpCMchobm5OSkpqampKSkpiHW9oaHjx4gWX\nNRBdWAOQjIyMAwcOHDlyxNfXl7Oact26dQsWLFi9enX3l4/yf4SGhu7du9fOzs7Y2PjMmTPc\nPIXtdP769auWlta9e/cAy2Ucob29PTY2tqWlBRE3XbRoEXS1Ojs7Gxoa2tvbcy6poqJiwO/g\n6M0A3Llz59GjR05OTqxakU+fPo2MjPTx8fn+/Xu3ZrO1tQ0ICIiNjRUREYEjHz9+dHZ2Lioq\ncnBwcHBwMDc3X7hwoZGREZIphYDIHcMG8yj9A5lM/vDhA+sI9MAhN2PEuMfj8YaGhp31igYd\n3b8JLAfD32UEBZBBKFzHYDDCwsK6u2y4CWEwGEwmk0wmQ2U7FF7R1NSkp6c3Z86cO3fu9Gae\nXsrYovQFwsLCDx8+dHV13bFjB+u4jY3N/PnzoThl79mzZ4+Hh0deXp6srCynQ11AQAB0WbmF\nwsbPnz93794dGxuLjIwfPx7xxXD6PlmdMrAizd/fX0xM7PDhw8j4s2fPcnJyPn/+TKfTOZ04\neDz+4cOHhw8f5ky+37Jly8ePHzk7xR86dEhTU/Pnz5+XLl3i1EzpN1DDDixatEhLS2vbtm2s\n55ilpeXs2bPt7OxGjhzZrdkIBIKNjc3EiRORkU2bNp09e9bV1RVKyELnkJCQEGfdDZFIzM/P\nLy0ttbCw6Pn/g9JNKBQK60UBi8V2ltzW3t6emJiInP+s/rnOGj5S/j2YiMfDdrGkVnILywkv\n0OWVXVJSsrNLP+uaofZSF/OgdBc+Pj5o3/cyJAq/LahhN9hYtGjRsWPHJCUlWQfhJ86WWdEZ\n8JTvotPr7Nmz+fn5bWxsqqurOfNf7969m5CQEBAQ0O2l/63s37/fy8sLtmiHaGtrI0FSpDEj\n5OTJkyIiIvBtv3TpkrCw8O7du1+9etXc3BweHo4ctm7dOjMzMwUFhdbW1g6jc3Pnzj116pSM\njEzXa0O29Do6OjCKcuPGDWFh4YESoEYNOzBp0qSsrCzYeA5h2LBhr1+/9vX17X2HZlNTUyKR\naGJicv78+eLi4ujo6Ly8vG/fvsEdGxvCwsKKioq9fEWUbsG21eOsd+5MDAma5lJSUpMnT0Y+\nTWwn0di29v+ROEFoYSmw5aSurq6trQ2Px3edo52amgrbVKDwCgEBgZycnIyMjF6WpvZe0hyl\n33j48OG7d++4jKMhpZSdHXDgwIHm5uZ9+/bBP3/9+hUWFoZcbQgEwtSpU3tTvfG3UVlZCThi\n31OnTn38+PHjx49hjweEly9fkslkX19fKpUaFxdHpVJfv34NfbQ3b95EDlNSUsJisRUVFeXl\n5T3WMblw4YK4uDiiQnzr1q2DBw+KiopSqdTo6OiezdlL0KrYPufSpUuenp7wBFZWVgYAjBo1\naqAXhfL/IRAIBAKBSqV2qD4tKiraWRtpGLu/evVqSkoKUtkK3XJ4LLadu3t5Z9lXEhISSGcb\ntmsZgUBAanUhkpKS5ubm3LwcCvfIysqyaiv0DPhdQpvN/BEICAh0WHrZIfCT7Tp7ktVuW7Vq\nVUxMzKZNm1gNCxTu2bZtW05ODmegfOnSpZwH79ixIzEx8efPn2FhYWfPnh0zZsyyZctGjRp1\n6dIltiNXr16dnJwsLCwMW08hugfcExoa2tTUFBwcDCUv9PX19fX109PTHz58uG7dum5NxStQ\nj133QE5jJpOZn5/P5fUa3ZYNZr5//06hUDq7QDc1NXWdKlFfX9/W1sa2ce+6b1hnXj22aTsc\nl5SURKw6ZIvZ0tKCdhUbnPDKY1dfX29oaDh37twBTNxBYQVeMbgvi4GOfyT3mpMnT55MnTq1\na4X8vxkbG5v6+noYW3v58uXcuXMR3dDa2tq7d+9CgSHIggULRo4cKS8vP3HixNGjR7u7u3eW\nrGJjY+Pq6ioqKrp7925jY+P/1LLlBJoBbME9HR2ds2fPampqdnc2noAadlzBZDJJJBJgOY09\nPDxGjRo1a9asAV0XCg8YP368mpqauro6kofbmeJ/h776rVu3+vr64v7XsOv6Ys/g7magqqrK\n+YpYLBYWWrIuiUKhDHiBPQoAwNvbe9iwYe7u7hs2bAgMDAT/els5Dbvs7Ow5c+ZwLz34/v37\npKSkV69eddbGGqVb/P79m7VaDhIYGGhqavr+/XtuZmA17LjZ5AcFBaWkpHh6enZ2wKVLlxIT\nE6GiKkrXuLm5vXr1Cuo8AwD27t27fv16S0tL5ABBQcG8vLzS0lJEtj03N3fmzJmnTp3inI3J\nZJaVlcH6sx4UsMO8eShtATsId/v/4TWoYQcAAK9fv7axsemi4aalpaWsrOzt27eRCzSM9yMt\nB1D+XJycnH7+/Pnjxw+kD6yFhUWHspOdnfMUCoXWueoBvqMsHBwXTruioiLWP2Eb2ZqaGsSZ\nx2QyUR2NQUVQUFB1dfXVq1fv3Lmzfv16BoNBp9Pb2to4Dbs7d+5ER0cfOnSISw+cmZnZpk2b\n9uzZgyqZ954fP34MGzZMWVmZTZrg1KlTb9684TLhHfHFurm5jRo1ytjYuOvj+fn5dXV1u8jJ\n27Vr1z///HPw4EFuXv0vx97efsKECUhRs7y8POBQk4D9GFtaWmCjoMDAwPj4eBcXl1aOtGYM\nBgOTpBctWnTx4sXuLub69etpaWkwwm5mZiYjI8MT2eTegBp2AADg7Oz88OHDY8eOdXZATk4O\nACA7Oxu5jx45cuTOnTtv3rzpnxWi9B0TJkxgG7l79+6PHz+6m2nxn2AwGMTIw+O4OvVY7TYa\njYaYnpw0NTX1cnkovefs2bPr168/ePCgkpLSunXrsFjs27dvs7OzY2Ji2I5csWIFPz8/g8Hw\n9/fnZmYikXjz5k1PT88/olXloOL27dvnzp1jLXUvLCxsbW0lkUhwf46wd+9ePT091uZA3AC3\n9+Xl5b1cp6WlZXx8vLW1dS/n+RtYuXLlly9fkOy6M2fOfPv27dmzZ2yHVVVVycvLKygoJCcn\nm5mZGRsbnzp1irPOnclkysvLP3jwIDw8vLPLfkVFxe7duzkzXo4ePSopKXn//v0bN25YWVml\npqbSaLQvX77w4r/sOWjxBAAArF27tqamZs2aNZ0dEB4eHh8fv2bNGsRPLiIiMlB5kSi8ZcmS\nJU5OTmyuLxh55wlIFQWTyWz/91Uo7XQAABaD6Tosy1kn0RkLFizo3TJRugeNRtu3b5+AgMCZ\nM2cQY8vIyMjIyAgAgCiXwngfp8iWlpaWiIhIbW1tF8Y6Su/Jy8vbuHEjAEBeXh5RAzYxMblz\n5464uDhbCtT69evXr1/P5cwwpwqHw508eXLSpEkzZ87k5bpRuklJScnNmze3b98OQ6LIIDz1\n9PT0BAUF3d3dDx8+TKVSjx8/zvpceJLicLiYmJjo6Oht27apqKhQKJQLFy7Iy8vDG/3ly5e9\nvLy8vb1bWlqQpHkbG5uQkBAAQGJi4o0bN1pbW21sbHR0dOzs7OABJBIpNTV11qxZnOpmfcoQ\nN+zKysoeP35saWkJNeQ6Y+fOnTt37uziAB0dHdhDFkmkQMvchgxRUVGdBTQxGAzykJCQECJJ\nz8fH1z857FxadQCAX79+9elKUNiIjY2FFXYWFhbQmOuQadOmZWRkmJqaso0LCAh8/Pjxx48f\nZmZmfbvQvxtlZeWRI0c2NDSwOuYxGAyvtuUYDEZcXByHw4WHhzs6OvLczY/CyrFjx8rKyry8\nvNhqUEgk0uLFi1tbW2EVBTKup6f38OHD/Px8V1fX1tbWa9eu/f79OygoSExMbMmSJYgJCIOz\nra2ttra25eXlOTk5z549i4iIOHToEABAV1d33LhxxsbGN27cMDY2hlbdzZs33dzcysvLqVSq\nkZHRrVu3vL29nz59amdnN2PGDGQBFhYWnz9/PnjwIJeNMXjFEDfsdu3aFRIScv/+/bS0NJ5M\niNhzaDvXIQPnTReB1eAjk8mIndehVYf5r5oJNrAYjAAfvoXa0VQsBmWHKCoqspaAAQAGqvzq\nr8XAwEBXV1dAQKBraWhBQUEpKakO7/ejRo1ClY/6GgEBgdzcXAaD0XtFUjaQM/T79++2trYA\nAFlZ2W61CCORSC9evDAzM4MpYihd8/PnT+hpS05OXrRoEeJ1KygoOHfuHDTOWFsDQFauXJme\nnh4ZGamhofHw4UMAAJFI3LNnT3R0NNIpGN7N29ra1NXVy8vLnz9/npOTM3HiRElJSVlZWShS\nZmZmVltbi6RI3rt3r7CwcOzYscbGxgcOHFBUVPzx40dJSYmnpyerYQdP/P6XxRjihp22tnZI\nSIi2tjavJkTu6FQq1c7Orq2tzc/Pjxsva1xc3IsXL7Zt2zZixAheLQaFJ6ioqJiYmHBmQbHR\nM8UKHBaLSJ/gsFgMS2SWwWR2aNUBLiqzOBN6UBOBh1Cp1P90vYiJiSHihQhMJjMxMVFRURHe\nDFAGA1gstmedlFtaWoSEhNgGmUzmmzdv5OXlkWZxSkpKI0aMaGxsHDduXLfm37lzZ2BgoJmZ\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2g0WmpqKpVKNTExWbp0KQCATqcvW7as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\nT0tyagYHAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "VlnPlot(\n",
    "  object = pbmc,\n",
    "  features = c('pct_reads_in_peaks', 'peak_region_fragments',\n",
    "               'TSS.enrichment', 'blacklist_ratio', 'nucleosome_signal'),\n",
    "  pt.size = 0.1,\n",
    "  ncol = 5\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filter cells that are outliers for the QC metrics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "An object of class Seurat \n",
       "87561 features across 7060 samples within 1 assay \n",
       "Active assay: peaks (87561 features, 0 variable features)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pbmc <- subset(\n",
    "  x = pbmc,\n",
    "  subset = peak_region_fragments > 3000 &\n",
    "    peak_region_fragments < 20000 &\n",
    "    pct_reads_in_peaks > 15 &\n",
    "    blacklist_ratio < 0.05 &\n",
    "    nucleosome_signal < 4 &\n",
    "    TSS.enrichment > 2\n",
    ")\n",
    "pbmc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate gene activity matrix by GeneActivity() function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Extracting gene coordinates\n",
      "\n",
      "Extracting reads overlapping genomic regions\n",
      "\n"
     ]
    }
   ],
   "source": [
    "gene.activities <- GeneActivity(pbmc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "save results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "wk_dir <- './'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "write.table(t(gene.activities), paste(wk_dir,\"gene_activity_score.txt\",sep=''), sep='\\t',quote = F)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Integrate (python)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now you can use the gene_activity_score together with the gene expression matrix for integration.\n",
    "\n",
    "You can run SCALE command line directly:\n",
    "SCALEX.py --data_list data1 data2 --batch_categories RNA ATAC -o output_path\n",
    "\n",
    "* **data1:** path or file of scRNA-seq data\n",
    "* **data2:** file of gene_activity_score\n",
    "\n",
    "and here we show the results before integration and after integration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scalex\n",
    "from scalex import SCALEX\n",
    "from scalex.plot import embedding\n",
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scanpy==1.7.0 anndata==0.7.5 umap==0.5.0 numpy==1.19.2 scipy==1.5.2 pandas==1.1.3 scikit-learn==0.23.2 statsmodels==0.12.0 python-igraph==0.9.0 leidenalg==0.8.3\n"
     ]
    }
   ],
   "source": [
    "sc.settings.verbosity = 3             \n",
    "sc.settings.set_figure_params(dpi=80, facecolor='white',figsize=(3,3),frameon=True)\n",
    "sc.logging.print_header()\n",
    "plt.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.0.3.dev'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scalex.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we merge the RNA and ATAC data and add metadata information, and this processed data is available [here](http://zhanglab.net/scalex-tutorial/pbmc_RNA-ATAC.h5ad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "wk_dir = './'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata = sc.read_h5ad(wk_dir+'pbmc_RNA-ATAC.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Before integration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 16492 × 13928\n",
       "    obs: 'celltype', 'tech', 'batch'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "normalizing counts per cell\n",
      "    finished (0:00:00)\n",
      "If you pass `n_top_genes`, all cutoffs are ignored.\n",
      "extracting highly variable genes\n",
      "    finished (0:00:01)\n",
      "--> added\n",
      "    'highly_variable', boolean vector (adata.var)\n",
      "    'means', float vector (adata.var)\n",
      "    'dispersions', float vector (adata.var)\n",
      "    'dispersions_norm', float vector (adata.var)\n",
      "... as `zero_center=True`, sparse input is densified and may lead to large memory consumption\n",
      "computing PCA\n",
      "    on highly variable genes\n",
      "    with n_comps=50\n",
      "    finished (0:00:02)\n",
      "computing neighbors\n",
      "    using 'X_pca' with n_pcs = 30\n",
      "    finished: added to `.uns['neighbors']`\n",
      "    `.obsp['distances']`, distances for each pair of neighbors\n",
      "    `.obsp['connectivities']`, weighted adjacency matrix (0:00:14)\n",
      "computing UMAP\n",
      "    finished: added\n",
      "    'X_umap', UMAP coordinates (adata.obsm) (0:00:29)\n"
     ]
    }
   ],
   "source": [
    "sc.pp.filter_cells(adata, min_genes=0)\n",
    "sc.pp.filter_genes(adata, min_cells=0)\n",
    "\n",
    "sc.pp.normalize_total(adata, inplace=True)\n",
    "sc.pp.log1p(adata)\n",
    "sc.pp.highly_variable_genes(adata, n_top_genes=2000)\n",
    "adata = adata[:, adata.var.highly_variable]\n",
    "\n",
    "sc.pp.scale(adata, max_value=10)\n",
    "sc.tl.pca(adata)\n",
    "sc.pp.neighbors(adata, n_pcs=30, n_neighbors=30)\n",
    "sc.tl.umap(adata, min_dist=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 609.6x240 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata,color=['batch','celltype'],legend_fontsize=10, ncols=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### After integration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "wk_dir='./' # wk_dir is your local path to store data and results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-26 11:46:17,234 - root - INFO - Raw dataset shape: (16492, 13928)\n",
      "2021-03-26 11:46:17,237 - root - INFO - Preprocessing\n",
      "2021-03-26 11:46:17,260 - root - INFO - Filtering cells\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "2021-03-26 11:46:21,627 - root - INFO - Filtering features\n",
      "2021-03-26 11:46:24,745 - root - INFO - Normalizing total per cell\n",
      "normalizing counts per cell\n",
      "    finished (0:00:00)\n",
      "2021-03-26 11:46:25,022 - root - INFO - Log1p transforming\n",
      "2021-03-26 11:46:26,014 - root - INFO - Finding variable features\n",
      "If you pass `n_top_genes`, all cutoffs are ignored.\n",
      "extracting highly variable genes\n",
      "    finished (0:00:03)\n",
      "--> added\n",
      "    'highly_variable', boolean vector (adata.var)\n",
      "    'means', float vector (adata.var)\n",
      "    'dispersions', float vector (adata.var)\n",
      "    'dispersions_norm', float vector (adata.var)\n",
      "2021-03-26 11:46:30,637 - root - INFO - Batch specific maxabs scaling\n",
      "2021-03-26 11:46:32,857 - root - INFO - Processed dataset shape: (16492, 2000)\n",
      "2021-03-26 11:46:32,908 - root - INFO - model\n",
      "VAE(\n",
      "  (encoder): Encoder(\n",
      "    (enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=2000, out_features=1024, bias=True)\n",
      "          (norm): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "          (act): ReLU()\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (mu_enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=1024, out_features=10, bias=True)\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (var_enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=1024, out_features=10, bias=True)\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "  )\n",
      "  (decoder): NN(\n",
      "    (net): ModuleList(\n",
      "      (0): Block(\n",
      "        (fc): Linear(in_features=10, out_features=2000, bias=True)\n",
      "        (norm): DSBatchNorm(\n",
      "          (bns): ModuleList(\n",
      "            (0): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "            (1): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "          )\n",
      "        )\n",
      "        (act): Sigmoid()\n",
      "      )\n",
      "    )\n",
      "  )\n",
      ")\n",
      "Epochs: 100%|██████████| 117/117 [06:54<00:00,  3.54s/it, recon_loss=274.876,kl_loss=2.892]\n",
      "2021-03-26 11:53:35,672 - root - INFO - Output dir: .//pbmc_RNA_ATAC//\n",
      "2021-03-26 11:53:45,553 - root - INFO - Plot umap\n",
      "computing neighbors\n",
      "    finished: added to `.uns['neighbors']`\n",
      "    `.obsp['distances']`, distances for each pair of neighbors\n",
      "    `.obsp['connectivities']`, weighted adjacency matrix (0:00:03)\n",
      "computing UMAP\n",
      "    finished: added\n",
      "    'X_umap', UMAP coordinates (adata.obsm) (0:00:26)\n",
      "running Leiden clustering\n",
      "    finished: found 14 clusters and added\n",
      "    'leiden', the cluster labels (adata.obs, categorical) (0:00:05)\n",
      "WARNING: saving figure to file pbmc_RNA_ATAC/umap.pdf\n"
     ]
    }
   ],
   "source": [
    "adata = SCALEX(data_list = [wk_dir+'RNA-ATAC.h5ad'],\n",
    "              min_features=0, \n",
    "              min_cells=0, \n",
    "              outdir=wk_dir+'/pbmc_RNA_ATAC/',\n",
    "              show=False,\n",
    "              gpu=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 609.6x240 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata,color=['batch','celltype'],legend_fontsize=10, ncols=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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